{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "mobilenet_image_classification.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1cicugkTaywIz03rkOMWDSjq0OcEvTCfF",
      "authorship_tag": "ABX9TyPdRKRcf2jDSC0l/auumsSc",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SummerLife/EmbeddedSystem/blob/master/MachineLearning/gist/mobilenet_image_classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-75DJsOSnkUM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras.layers import Dense, Activation\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from tensorflow.keras.metrics import categorical_crossentropy\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras.preprocessing import image\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.applications import imagenet_utils\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import itertools\n",
        "import os\n",
        "import shutil\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u6X_vq8Xny9K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "2085369a-1685-4692-f180-03ba20a5f9a3"
      },
      "source": [
        "physical_devices = tf.config.experimental.list_physical_devices('GPU')\n",
        "print(\"Num GPUs Available: \", len(physical_devices))\n",
        "tf.config.experimental.set_memory_growth(physical_devices[0], True)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Num GPUs Available:  1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lL8hJKXUoAzE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "e5daa364-75d0-4ac0-8efc-3d20e2a52a88"
      },
      "source": [
        "mobile = tf.keras.applications.mobilenet.MobileNet()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_224_tf.h5\n",
            "17227776/17225924 [==============================] - 0s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WQnBX_OioJl8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def prepare_image(file):\n",
        "    img_path = ''\n",
        "    img = image.load_img(img_path + file, target_size=(224, 224))\n",
        "    img_array = image.img_to_array(img)\n",
        "    img_array_expanded_dims = np.expand_dims(img_array, axis=0)\n",
        "    return tf.keras.applications.mobilenet.preprocess_input(img_array_expanded_dims)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2kT0Nwoto_Oq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "outputId": "1dba1367-9fd9-465a-e259-410a02d9c6b5"
      },
      "source": [
        "from IPython.display import Image\n",
        "Image(filename='/content/drive/My Drive/train_data/test/dog/dog.10667.jpg', width=300,height=200) "
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/jpeg": 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1mPC8jKY5/lHBQ8Ae+awlZvVGsVoW7593hu+SNQBs3bQ2ccivOHlYtnIxmvTBC0mkXVs7xMTG20Ak9q8skYh2B6g8iheha0ROH398/Wh0DDkflUCSfMOKsZ/i/lSZrFXK7xuG+7laFJwVPBHQGpWbPbmoypJyp59DQpEyjY09E1N7O6A3naSARnrXfxXzPAk6TF8D5AASR64NeUFmQkngg11XhnW2K/ZnPByF9jRJuLuhJcysdb54KM7x8nk4GTVCV4SZHSQqR1G01NcySK4CoScAkgHkfXvWebhI9wmOBJ0wn8zWMqkpMz5bE0U8zhpJCVQcbTj/ABqxbam7qC6kYOMqOtc8+orG7QthkOSePvUq6y7yqYx5aq2Rg8itIykiWjrFvZJhvJYkcZZs9O1Kt/dXKBPNfaGGwljwaNMN9eW/mx2hkRh1XtUt/HNEi+bamIlsr159utbKaegKN9Q1K8udOdle5ldQwXczkdgf61DJPJKA+9mzyDnOadfWU93tM9jKAo4CEkf1pyW11BAqR6fNIF4UZOazUnfc0jyp3sPsrZ7qC6kZ3VoU3Io/iPpVO4uHs4QZwySEHC1ool8gZTpwG7ru6j9aq6jaT3RRriyYCMEAqSB+hocuzG+XsZovrt0DJbsVI4IBq/HbPJpcNy8jLLJPsZG6Kv8Aex1otnuLZTHHbZUjHzgnH0zSTXk0UBmlRVWPJPHOD6U3Npbkq21jF8Raiun2jJG/zsSo9cetcOspdzIT1OTVjXdSa/1FsZ27vlHtVZFCqcnjvUpdzV72Qk0xZuWGB0qucueATU+xJB8oOe3HFTw2wT5mbn0FDY1G5HBAepU/jVosVXGafwMgCopG9cE0rmqjoRTOMbRyPelspAk67SCc1VnPYGnWrASqOck9RTMpbnudja6Xf+F7WW/RJJUgGCzEHgemfauSmtrJ7mRY49qqrZAY9c8fpWqP7bPh61t9PZfIMS7lAGf8axE0zWlmkZYiGZcMTjBHFQparUzbJF061cqPLPJ65NWNE1e80vWLiKALtdF3b1J+6AB3qsLHXc/Iqk4zgEVueGLSwuL+7/tKNVmkjR4tzEEpjBPHvitHKLW4Npmpa+Jr2a5iieOEh3AJ2kYBP1rL8PeIZdPtJEECSCaV5tzMQeWx/SuhuNE0u2tpb23ZgYY2kGHyOFJrK0Lwul5oVrc/amjeSPlQoI+8T/WkmrFPlbRH4i106p4cuk8gRlWjOQ+7OWHsPStzT/EWnT2kaSq0exACHTcOB7ZrB8Q6K+l6HKWnEglljUALjGCTV1NAvbZFKhZFI5wfb/8AXSdrILK5tmPSZYnnhS3dlUsCuM8D0rmfB2j2+r6a1/dtK8glZF+bjaAMUq2dzaNK7xsEjglYnPyg7DWPoNtqK6diPcsMhyCHI/T3/pRe0XqJJ3O6HhnSEyzWwJ/2nP8AjTltNEtM/ubRO2W2/wBa4iS1vmUxyxzSyZ5YE4HtU1np1wjR5t5dzuADt7Z5NTzabj1Oe8VybvE9+V6CXH5ACim60xk1y+cDrcP/AOhGiugyGpY3KoBhcnvvqV9Onl5eRQ3bGarfabsnG9uODgd6kAvS67hLlh2BqjJ27EqaU2394/02jvT10rb8xfHbGKtDQdQ+xx3Lv8rttOXGV6ckZqi+mXplKqjOuThs0lJN6Dt5Ew0+Pdgyjjr0qQ29rGu4vyP9sf4VXGm3PA8ogg93FSPotwygoyD13NRuFn2C9KSOu84XAIJpipZKPmYfgxp97bNhYAykrgZ7UiacQoDzoOKaegO9yaCa3idXjbDZ461bublopBFMFVgAeEGQDzVNNMQEM9yMD+6nP860YrS0LozJcSnjov3j+VTJrcavsVZXjSNnwkiqcbgg5qKG/Vm2xho24wVwK6GCG0QssejXD7uz7j1+gp6W8KNuTQPmzn5ixx+dZ+08h8piPPI9yIVMkjk+ppIbSS5vApRw2cMo69K6S3u50cmDR4Ub+9gZP5msx9TvIddZ4YF+1OpDI2McDt+Ape0b0VvvGlbUWLSbhokZIZnYsQykbcAHrmpbnw/eDZ9ljZtwG7zHAx+FXbfU9cnTesMKLnBJK/402TUtVicpIY1YnA6c1n7SXdDdrbEUPhi/aEmSSBGz05Ix9aX/AIRa738XcO32Qk1aSXWZ1DiREU9z/wDWFNjXWJCVF1GoBwSW7/lR7Sf8yC3kCeF1KYkvW3H+7GABUsPhi3jHzXMjnsu0AGo5F1K3Aklu1ZVOSqkjIHXnFYr/ABKZS6R6eIxHkZ8zdn8cU1zy+0TKSjujdv8ARLJbYkIysM7WBwc46Vm6Jp1jPbma5Tc7OVI3kDHFZb+Or6bZKF2KGzhiD+YqvP4lW/uQVtlhPdkG3Jz1I796qVNqNuYlVW3sdkNMsooW8uEBT3Zyevpk14drsBtNXuIAu1VkIA6969XtrlJHTbOxJ6g8CuE8f2RttbaQciVQ27rntSgraXNk7o5ROuc4NXkxsGe9UVXJ4H5VaiJ4BP4VqXElyc4PIqN0XOVPFPYcZHam5TaCTg1D0ZtZSRXfJPI/E1LYymCfIbFPCKy9B9ar3AEZBH6Gi90ZWcWeh2WoR6jYLDuxKFyu09cViahA8AZCGz3w2B19Kx9LuZImVgxGMYNddbT2+rw+RPtVh0cdznNYNcrNHFS1OYJZiWL9OBnk49KtaVbedODMyovqVJz+VaUmj/YrlZLmHzIS2OOh5rsLM+H/AJI47IqNmBtGQfrVOSsc848rsyx4ffTtKtmP2sEyD7pB+X26UuvX9tc2sLxSBzG+SMHpVj/iUNFtFp8yDjjBqhqUcVzblLSHYyk5ywG4Y+vrUR5E76iT8zZj1vT3QHzQOMkFCKc+s6eOPOHH+wf8K5qKOQwIJLeCNkXDkSA7jUjThAVS2hOFwct1PrS9zsyebzN463p24fvwSeo2H/Ch9e0wYVpMn/cNc+lztDeZawFux4xT4riEEmSK3PPHyZP8qPc7BzeZsPr+n4BR2znkBOtcX421sODbxN8vU5/lVzW72KG3zFGkbsf4QBjtXn+rXEjlmJJJ9eacUr6I6IxsrsymcSXLOOmetWFIc7Rz2qnFy/PU1fhQL83U9hXRsEVdk0cSqBubnsKkG1T/AI01fnbluamEDBc5BxUt32N1G25G8mBjFVpJCRwMVLJyahdSFOaaQSdkUXclskZq1YIXukOeCRxVRwA3JxWroNv5uowrkcuOo96Hsc/U9ctvENhpNtDazpICqKCFXPH51KPFukPlCsyHGRvjxn9arMLEODJBDJxglkz+PNTLcaWmA1pC2MKPkHAA/wDr1zS5b7GLlruTJ4gsZm8uJn3NjGF5GeBTtO0yVNS8xZEeNIyoT+IEkd/+AiqqS6al0JI4Y412fwp1/wAKv2+o2EDmRJNuMfKBUppaIalF7sn1eKSDQr5ijKPszj6EqR/Wqfh5ZILM7WYLhABuIAwi5x+JNSaprlvqGny2e4jzAFLAY7g/0q3BrmnW9lHG/IRAoG3PQY/pWity2TDmi2Z3i2V30VAzFgLmPGTnHDZ/lW1aatJgJNErDaGDLxwemRXP+INQtNRso4rclWWZXbK9VAP+NS/2jYwzLJFI7K6BWDDlcDA57027RSTHzRtubOv3UDeHb90I3fZ2GCORkY/rUPhO1hfw1ZOw+ZkJPOO5rJ1bVbS70W4tIAwklTaCw46jP8qksNWsLSyhtyJMxxqCe2QADSc/ds+5LnG+51Ys7cHhf/HqPssCfMq4I5HNcyniCwKnfHKOOMmkPiOxWTckUhI6EmkpLsPmj3OCuhp73czy6iyu0jMyiDdgk565oqc6VAxLNKzEknIAoro9qRzo6ldGj3rm+LqwyCkRqWHSohkObp2zj5Y8Z/SuyAUEdj6UpKg5PFczrSfU05ThZdKu/MIjtLphxzgc1NHotzsO6wnZjgqS4AA75rtMqRkYNAcAemKHUfcOVHMR6LtHOkszZ6tIOf1qQaOwkVk0qJVI5DMDg10Qck9OPpQzvkbVzU+0fcfKcpD4dvV1drxra2MRBAiJ4HToMY7VfbS9RRy8X2RRj5QExt/Stvc5GSoH40mXJ56e1S6jY7GDdaTq13EY3kt4gWzlM/4UNo2rSwxRSXMIEX3SCST9eK3fLwfvHH1p4OBgZ+tRzhymPb6TqEJO+7jYdvlJNSSaTdyKf9MVG7Mqc1p5weSadwevNNSQWMBfD1wkrNHqG3dzgpn+tRz+FftEhmuL0mXdneqAED0rosj0ppkjUAllAPqaFNrYLIwI/CECqVk1G7YFtww4GD+VSy+E7aXn7XchgOCWBx+lab6laROVaVAw4PNVpdfs41yHLn0UVSkydEQw+GlhTb/aN2Se+4D+lTLoFsrBhNOG653jk+vSqVx4nQJ+5ibdnjd0qjJ4j1B2OzYinoAM07vsS5JGhq+lW0VjLLJLMSFbDGTGDgnPvXlc2XQocE54OK7PUby61O3NvPM20nJ2DFZK6Jar0V2Hfca0jLl3IlJSehz0UbK7qoyGGPU1JChiYfKSwHeunisYI12LGo9x1qYWsQJYRpu9SKbqJkFXRJ7cSobqBpQTg/SqfxDso7qC2vYE2oMp97NbRQIAEXB9QKbPZNqenTWkjKWYfKSOh7U4zvI0hKzszyPasbYbFSq4ZTt5xT9UtZLK7kgmQo0bbTwRVeIBuAea6U7m60ZIJv4aaxB6flUhgV/ZvWoxGysQcUnqaLQUPjg4+tV5zlskVYSM5IbOPpVef5W29h0qUEncs20wwF6d61LG5aCUEMRWJbo+5dozWvaQH5dwIyeRUStsXC+56Jolx9utljkx83GT9auPZXCHiBiP9kVh6OzQIAx4roxeBBlZD09O1ZLle46lFT1KbW8xAAjbOM96WOwuGbDRsAfU1K+oOHP7xjjoCaQ3sjZ+c89qaUbmX1VLdg2myEErg46DNM+wXW1wIxjHy88mnJcuTtBGSM1OkrgblYgY5571pyxYnhome9jcoQXgcFu9RtGbfmdSigZ59avPeyq4BcnA9etZ2q3LTWTpvyWwf1rNxitbjjhVfc5fVLxp55Gz8pPSsC6XcvHzetbU8Dnc2MHvWXc2s6FmRcgjkUoyR0Sg1sYq/JORnFaltsK5Azjqaz2jZZgWUjJx0rRSNsDkAegre9zOEbPUnMahRTDJsbaDwaR5duRjGKhLE/Oe1NI1mLK43ZPQVVnn3Zx0p7M8pwqkCq8/yrg9fpVbmEttSszbnwOK6rwZYtJqKyMBhAWz3rm7eLe4J6e9ejeErL7JZvcyAjcMAk9qiTsjFu2ptszAnC9BgZ71XmfynSOQkGRsAgcVpPNbNOiuMKMZZecgjNVTLG8oZlXAG4fLnHv+tcTlqc9lchKOyeYvzqRlSo6g96Bbuu4bhnGQAasxXe1CpIBQcKBgY6VE15Gz7H4IYDkZA7mjmTE+UiZGU5B57Z96Q795J9KeJBJvUYIXOcf5+lR3Mqo6qhDZA69j1pczJshSrFsjnC01Q7AKRjmhbgxv8gDcYII9aVZcszsVUqRgfnT5hWEe3fYzlhtwABnvTTbOVYbwCGAIHXnP+FK0jPEBnIU5PHWpN4Csc5zxyKHLyAiWN1BU4OOBmmzIEcj5sE4y3BPSpGkLSEjIXGR6GnAvO7AAZA3Nnv60KVwKobaNozxRTmhYMQMf99UVeoj1MEHkmgAnqR9M150JZgPvsPq5pftUqfdkbPrvNT7M39q+x6GcEEbgDS5VerDP1rzz7ZcOP9aenbNBluWO7zHI9c0ci7j9q+x6HvXsy4789Ka88KDLyov1YV56ZnAG5mOT3Y0jSOTycZ4+lLkQe0fY71tTsUGWuY/++s1E2uacqki4ViOyg1wbTx+YUZ39M0qvFtZtrMwHXPUU1FdQcmdfL4lsFzhXc/TFVn8Voqkpan2y1cx5oXDbNvHIzUayknO3AziptFEucu50T+J7tgQgiTPTjkVVbXNRkI/flR3wBWWZUXkgZNIbkI2c59aenRE8z7mm2oXcqMHnck9y54quXcgq8rNjpzVP7UvAFItzt5PTPBp3FzFlWGTjcx96VWZ15Rh+NRi7ZAMEYNIb6QvjO3HIFPXqF0WfKIOWHQcc0ozsB2qD1qm07u67SeTkn8KPPdW6nn1NPUOYuKjgk9AeabjeDlwuDzVYzjI5IPfPekeQFiw4PpnNDC5KBH08xmyakARRkufbHeqYcOR0GOacHGP9o9welFhXLLSDdgZ6dCKksCr3Kg9QeT0rN81nK8nPIq5pc3lXasRvJOMYoW44vU5fxRYJPrN07g8uelc21tFCxB5x3xzXa62hXUZ9+NxbIPrnmuamgXc3TNdKPQWxnnYR8pzUJXIIxhvXPWp3jwx2jFDRgL1FarUNin5rI2DkY9KZKFb515z2NPdM5Tp6ZqvIrAZHB7ipaEzUsITtUlBk984rdtrcpgSJhT91uorG0hydqNG2O5ByDXRQhEAEe5c/wk1hLQ2gXrVWK70JKr271dN3hD0xjrms4SrGuRxjg571H5zPISGBB61mbl8zeZ83P59KmWcKmGfPfOaz4yFTDnHPNQzXK4AB4Ap3aJvctnUxFcAk4DHb16Vqx3YZVIbPGD71xF1cEnhuOvFX9K1M7AjNyCMU1cltXOkuTmLeD8xPBrMZ8t85x25qVbxcEEgiqlw4ds5x64pS1LiIUSRiwHTOKhe2DrtAA3dS1NSZw2MEYPU1YLZ5LZZqhaMb1MXVLBShZUJK/wAWMVnouEzznsK6ecM8LBVDH0zWEwHmMrJhgfug5GfrW8FczTSd2UGRnYJ3zyaR1DNtQcVPMpQ7V6mmIdq5Ix2rZKyJlK7uRrGpXgdO1VprZpScNViQuzYAOPbvVq3jIQErkfWk3bRENX3M+wsHecDc2M8kDivS4YvL0y1jjYMNgYk5yT6f59K52wiQqCEXHpiushiMmlwbSMqSME9qylszCrFcuhmsxbDh+c/TihZ2aZY167Oc8Zq5HayQTKHQAhQzf7OeQM1Jb2YVi86+YGyOfvZ9Ov61xuSW5xWKyuyxLIY9q9Cx6GoQokYmRsKOciteW2R4SJo2LY3K4fBA6YA9OelSLpcVtaTb5AxYAIx/iVRuYj6nApJpsfKYgVkPyKTgbj784pCWWQhxljkkHjHFXmCMBbkMgY7mKjHO7IH05/lTUti8zbHDNzj6dc+1Pm0FYqlGRTL0wu7B7g0913rGSNqkdzxnrT0kWJ2yobgAA89Rn9Cf1qSZ0VFZWCsoJCjjDBh/PP6UlqxESDeFVUJUjlcd+eaeLWQwsrEgAZyB/n0qOWbZJuBZlIC5Jx0HNS2tw6IzBmK89D1GP8/lTvfQasBR43KIhGBtIPqeaZuEQGF27Rlivf8AzzT57pWupXIIZ3LBeu4nt+FMkYIsUkaGRju+8OHPpxT+1YAMEzElUIB6DFFSxT3EcSorLgDjcOfxorS7FZCKAMZ+bA7npUmVLDZtOOxqktw2zC/MD6CmtJJvyCSDwOelK/cvmRea4YEHhQR91VFMe5baqgELnp61S3vu45x0p21mUbsjuO+KFqJyZK77xy5wDzg0iuq4AdiM85NQlXdQxyFJ5+lIUZTtVj93Jz2pXFdkzOm7I5oD4xtQ47ZpFhyp2E9OefSn7NwXI4AwPpQBE0oK8kg56gZJpdziLkgHPQc1I0WHzkBV9TTodpyCDkEZz0FUkFisqykr8pwTkHNK0EgYsxOP51cZQGIK9CSAOKVWVVbjcMcUW0CxWFsSqsVwevXpUhh3KOMgDNWPMKqrAZyOfl4Bo+Ynbt6dc00h2IGi3Apuxg8Gk8tNgw+4nrUoRmYgg56CkNqy5kVGHOCw5ApXCwixgDG4c/d5pAitjkZ6Uq24DtIkeGAwST2pPLk4GM5z0Hai4WGyo+SBtIBoRAGXeCoz82BVvyXC7hGML1z6npUiW00tvJKVwEIKqByaOZD5WUSgB2lPm/lSYCsuBmrAtp2VWCE+aSFIqZ9KuQ5YRkqTz1+Wp5kHK+hTRUVsk09WELpIAdw5GDVkaXdeQXe3fO7sP4fWpv7PcMsKoxLgbd3HzGqTVtxqEtznfFMiyTi4jDbHH3sd/Q1yE88iMSF3L9K9ROiSzQNbzxnZIduFAP4iuH1jSpdKupIJIyMH5WxjIrWEk9WdcG2rM5w3LO3Cn3FSCfgq3Kt6DmpYrSRpyxTAq01kpUlgCRzW/OkUk2Z5gVtpDBx1z3FC2rXFwqxrnJ7CrxgJIAXd2z3rSsLaO3XeWUN6nk/lUua6FKDb1Jbe2SBFGwbsdhVkICoIXkfhQsnmN97cOxNSFCV56e4IrFu5ukQPvUAkZHselLGiqpZjtPYdqJnZOUB47gVCZS0e84z6etJIbZJNOAc9+nFZskjlsg0txLu6dOuBVZpOM8HPH0oaBMJSo69Paq8dwYpfl6HilkJYbgeoJxVZSCxB455q4vQiV7myl27Ef3cc81NFcu7HrtJ79qyY5ChyfWraSD7oOO/WpepS0NcqrqDnBGe1LFlT0/MVXgk3JznPfFWFcMFBAAqWi0yYqHHIB/HpWJqKSQOXVBtPetssNvBHNQyIk6FHAPvjOKqMnEmUbnMKkrsTt4NWEgwvzkCrM0JifYPXAPpVWa3lcb2cj0U810qSsc97aDMLnJIC5qeN0YBEYVlTvIX2A8+gNLBDOHDBWzUy02DmudXZ4AVUHJ/GuzsWS1tVwGDhCcnoARyfrXH6LZS7FmuPlX+EYxmt5rgoyqVVl2senIwO35Vy1ZaWRz1Zq1kWZDI7hfK2uQrHP93GOp6f/Xp8LGVMFo0YMSEc46DoPfHr6VnPK42uxDs5OQOoGTRLcsYZkVFOSG9cDsRXKovqc1zZuFEax7A2xAAd7c8jnNRXuxrVVRgQAyk56nJ5x2H/ANaqP9pI0bmQEBkCYX1655oW52QsCQuQGUsOGz1//XRyya0HcWQnMYjwG2oVw/Xpjn8KrNcGF94Y5C45457fWo5ZW2Rng7s4A4K46fpTDgxrJ0Zn4Ht/k1bjykizPmVdpyADk9MkgE/lio3l3qHY/cPJz1J/yPypkkhJZW4C7eSM8mlaMurIV4VgAx45x3/WjlvqibiPI7IAWU7Rub0pY5HZAf4duVA9KaVOxUbGcc84HSm72RymW9D71SsMnlG51J6gHdgY68f1qxJK6ssSAKsJLBgOp4/wqjuZk2YOXbB+vX8qf5zMBtfcxIH1P+SavRaoG+hYa/kgYxpcFVHIHpnn+tFV2MSsVZMkd6KfMh3J8hVUgEAD9aAcMCemece9SbDJGQGBC85x2waryYXhWJB+9j9aliJAwXO0+4zSiUtxzt28ikSGRIPNKhlOV5PtUlrbu8wZNwVhtyB/OjoOzI3YqVIHB5Ao3k7Queepq26xC1by0LtGRlvUe3+FSfZx5aukYcOoxnsauyK5WVUQ+TnOWwCRninqGLEnIU4GB6VpQ6W8yqjxeUqjLsVyc9cD8/0p0elzyySM0ZjQJuIIwCPx/Ck5LoPkZnqqOxLLkDgjHWpECkHJ4xwMc596uPpUhYjeRhsnjlRjr+tXYdBnlbarjYVIDEHgcGlzLdjUWzGSNpPlx90EljUqWcz5dEZlJzu29eccfjXR2mjeRlPlAdiCX5JAIOf0FTyWaBWaPJCfKF6f55qJVLaIpQOVS1nY4jjbJ9RjjnrVj7LKlw+9C21sDI4PHUV0sdgkMzSMVbPKjsv+cU5xbwbpPMYr6nkL7fnU+0bViuRIw7TRd5XzmbAyzYOCRjt+NWBpOyLLqSxfj5uOf8/rW0twgVEkX5yh+Y/XB5qJbpFnaJVDcgDnoe1S5PuPlijKj0XeFUyEMDgkdM85qxDoQRvLbIikB3AdeuetaCzoFBLKrZGRjgc4qCXU1t03FlKqSoGck89f0NO7vqx2iiqumLLPKChijbGz2PP9BVn7HGkYGRtkfJY+mMZxVe41aLyIzG5U7h15BB65+lU/7ZcqEVCSCVUH64qUK8TVKxxybmCnor8cAHgfyoV4ZSyhAqpliD2wawRe3DecjLiE5JL5BBHAzUdteuF2Lht7ZccnLdRyKvklYblY6FtTt0UhMKxIAGKrf2qY0kXYu1DjdnOM81iSO7qwL4JfnIxtOaAkjF9pLqzbh6U7EuTLkmpM21QGwfmBz0/Ks7VI11SycOwMqOSgYY/DNWYkjkmHmZX5du7Pf0NPSGKNG3xgNuyxZ+/enG0XcIyadzz+6YwS+U8TIenSnRRM4yenrXaarZ293bsjIu4JuRgvQ9xXHzMQPLQDA4PzDNbKV0dkJKRWuHjhfaqq7fWpLdt6jeAvqCBUaW0izhn4GO5A/U1cUKp5VRjv1oZstSVcgArk8cYaldggzggn3qMvGqkdz0PIzVC5vWVdiHd6YoQ2WS+GzvJJ+oqF3JY7AODyOBmqcc0xXLIF575qRbhm4I3GrRDG3JU5KqRg8g9qpuCGyDgDvViZssrkZU8cGmbS3yFQRk8ihoVxAcqQRhhVPbtl3E5J9auEADBznGOlVUb523HJziknYbVyZ1O3gDPWnQvgbT1PBJp4Uumf84pFQCQBiAScgChCloX7YM6fLkc8epq2CVXJXJ9zVOGQquANoHJPrTpJ5H4U/KO1Ow4mgk5ZACvtSY39OCO4qhGZVbBU9fWrsWXB2jI9zUM1RWnWVjhjlR3xUJgBGMVfkXenJIPqRmmqFYCMrgjoaLsmUUZEumKzh069xWzpemlI/PkjJRO394+lIlg7yBi5VcgZC5rUeQrafZ41IUDJYnnNNz7nFWnGN0tyGWZ3PyLtU4yFHPtSqyfMvzZfoSenHSmA8B13YxtJxnr/AIU6FEErFgP3S7hkYB9jWC97U4bt6krBtrFwSAcAFjwKbuQMykMyYwx6dP8AA/zqK5ly2wAHHBA6n2qO6nZEaQAon8S9csev05rWKV7Dik2WIpIrhijyBACBjBII9c1JcunloE5U8BifmPr9PasMXHmlZ5FSL5lC4Jz3wOPpWlG5EcO8oRggnGdpxkc0NJFtrdFuVHRmRvulQxPrkBhUCDzLYBcZRz8vfGB/WrN2yEMCRueKIKw7EKB/WqBAaLKkgB/mJPUj/IqZIzLAiZVDsy4OcAc4YHkHP4fmKEAZl8zhvvMuevX171GkrEPMyoF37VP949c49OP5Uzdt3sCCVRtuDjknFS2lqhBIFacDOUQg7ic5POB+dI6l7qRgpG0/d/2qRA7KWAO1WVjn045ojDBi8jD94SVOef8AIqFvcBxBRWcucHjA9MdM0xmBVpMnCtg+2elOCSPbsAh2p1IGOBzUVu580hlZDtO5Dx07/nV7+gCSsqysDLg5zjFFWxeiPKeWhwSOnvRWYHQ/YGigjkIVG2bXXpggenbpk1GujxTzukTF9rDkfxDB5/MU6W/kmt1tiQXJ3F8knkHIP4GhdQK5CPlmj2nAxgj/ACatKRq7Fx9MLW7psHm7iGYHPcDP5YqzHp6LHCiyt5rAKeOAcHP9arW2rRxRSsgyzLkBjke/40611Dg+YTj5mQg8jgjH61HLJ6DTiX20+1t0jhT5sPlhjuev8zVqWxtXhVYFUBWz3wfz+lc++uSRH5ASfK2ruPfkZ/I9Ksrrn7mFHQhQRyp68f407SiylKJozGJCYPMyyyqHY9AcZ59RxTmvraa2EUgwzqFPPC5yK5t9Sd53Z3JWQ8qT78VWe5Zy5fPJJBz6U1Fk876HXNc2pXzMKJU27lIyBzj9c5pZtTjj2/vPLDrvXjAwOP1rj4Lp2s3TzCcPuP1//UKinuJZwqLI5OFUEnoAelTbTVj5zq5NejKLKjfMm4bVPBx7+/H5Vnz64yXClm3ggNhR04yfzNYRcybVTcQuSR3qOfeki5XqPX/PNPk0uiXJs121yWRlYsylQRtU/r+gp8urSMixbshiN/p7fzrJhC7F3E7sYJA6k9qSQMrK+MlevPBI4oUO5PMzUS/uWRU3M6oSd2eue1Bvyz+ZuZWDD8c9P5VmxecGVQ5BdjlRwO1MhuHDqjj5TkAsOeKrlj2C7NeS+uS7IWDKx+Y989aied5dztIdpH3B+lUlmKHaQPlbJPpUSOXdUDMVLnk9BzzTdg5i9K0gCpg7RyreuDTYnKtuL78sSWB5xnpUBkLxfMcqrfLn1/wpsbnaFU7MPkk+me9Ty6hcvRZKKVkGM427j82fWnPcxpbOqv8AvC4Krj7u01mqVSUxl8L/AHgODx6f561K6qxkDOxJUMGA/wA96rXYFJmklym0JsUA5GCeTwR1+tPSeMbUyANm71zn0/l+FY4MgjwoOM43D+Ie9KXclXLgFOcN/CP/AK1So3HzmnK4VGZCWHXAGcen60NcpGEjChiCoYFucjr9KzHkYsxPIA5IPf2pblwwUsCG/vDjI9TT5UtRc5pPcLd+aE3qCPlXcTyev14ArjbmQRXjhztwcda6q2O1lKhmXIzt65x1rI8VQBLzzkH3gMj/ACK1UbI7KD0MxHEhDBVPbPWnlWjXdubPUDFZ8Lu0uWXA9z1q1IvnIAcYzjHQUjsiV5ZHmcqm7PoBmrENphd0vJA4GKdFbpARluvXH/66WacBG2tnHYdauKuOTSILlSin7i/jj+dZM08qOG3DjuOKmvp5CrEsFDDgg4zXOTXcgkxu+7wB6V0xhock6huiZLhSwc7vp1p0T4YA5I28dqzLCXc5ZmHPOKvs/O7IOQdoHaplEcZXRYYEISPTvUCR/P8AMOvWrMRyjc9c5yKgR8zFccjmsWrM3UtCdQp6HofzqCR137u4H50srfKSBz61UdzubHU9q0jEzlIuS3m1Qqsff3q7ZMHUFjgnpmuZuLg+YSpCkU+wvJPOw7swNaqKsY89mdoURkG3k+uKY6MgJRTxVOGWWFA21kUjqRyauQXUcxxkA9K55wOqnO+hMgBQMyjOKaWJ9/xzinHKNyA2fU0FNzgrw3tWZpIv2qSPaMA6oxHBxmq0M8c13IPmcp8xwOQvrTb2aS2iWKJmAdSxYcZqtbxSqrwRsEaR8ujN8wQH7vHXn88Cm4qyZ5VaUZSui7HtmvooAzLGTnd3GaJZGWORxGCu7kkcA9s+9NVJU1GUsd3lsCMdB0wPfjFJcyM8ggjU7ckuMcKoPX+VCdnaxi2SW8qvc+ZKqsqISVI4zg4z75onaLy2OxWYsAByAR+BH50lsiJazOMM0jKAPQZ/+t+tSSp57rGrCNiAWcDp6DH4/rQriTYQwWobLW0KleUViSruMkZBz65zVJZX3kupO1tzAgAMcn0qW75DTBWKyscsUxtHX9f5UNFGbd5NzNNhSTjjnnj86HrdAn0EnuAGVyCU8pfkXO4ng1N9lmhiRpomjWU7lVzhjx/d6gUW135VzG8fk7owGDBBkFfu5PWnJG8rM0swZg2TubJzzz7dayk/d1DcbFDvgWJ3EbB1ySPrzinm3jCzFmYKOrFMgH39s4pkmUaONZVLOdq8Y254FInmSWsnloXO5Iwq9ecn/wBlFD2SAc6DymPJ3rjI6HP/AOqqVvFK8rM7MYY84JIALdDj2q/HGpEsWMqBlGXqp/w4qSKHznWF8hQdzAY4HXn1/wDr1NnfTqOxRimZ3ThsM52DGNyjH6ENTInkR085gWZiCSCSP8AeavzRus7KpEeAW/2sbc4B7cnr70gWNE4j3Ns5cn7vY/1rRxa0Ww3FrcrfY5JMuoUgnjJoqxv9v0FFZ8hJoIsewr8wz8oIqQrghWKjzFLZIyeM/wD16iV3ZNzDDAYx+n50oIAB8xgApDcZwe4B9K3vpZDIyxyQThj0wO1LEXknHUsTgY6gVGkZaUlXIVVwGPWpl2MFALEFBjJ5Gev9ayV3qOxE0e25d1IwDtwx9ic/pU0Tvkuq9eFYDp/nmmRojOCSCMYpJLlkdYyhBOCARz/nmk79QHFAcluNy8HGSPenJth+V2Dls4HYdeTUbyAorKhAGSM+nGKZcyN9k2D72RjI6Dp/WqiF0ToUIVEZduSWKjpx0pIY1MMpJHnRvyvqCP8A61RxqY1xgA55I9MU4qRMzlhwoJ46+lOy3G2r6Cx7DyvG3hjjBxSSOHLbsYJLA45HtTS4jQMeHOfxprLuVSQpyfT1/wDrgUXstCG2G5URY17sQQR2P+TTwoZzGchsdT1piuu1pCvOMYXjAzRKQkgKsdhGQSfUVLdmgIvN3thiV2jg1NkHBd85GSe4z1ptvchJ1jkXeGYMVbkHnkf59KjxvZ8AlV6g9s5pJLuIkjTfJmQYYqCPm6+3tRvRHOxwNoP4jvTEbYq4GT0PHUU2dGSUHA+Y8cc/Si+oEqZZAHXAbkHuMe1CMCoCNtw209s01I1LlXOxg3POeKUEDeuMsMdRjnjp+dVcBzI6yBnUHBySRxyP/r0xpgWKDnPB/P8A+vUpfzFL9cnbgeo96rw5D+W+3IJU5GcE1Mt7gWEkVGVWwEK5bjNIQJICB99tzAj255/UU14337VYDYP4uM5NBupAsanBWON1XPbkk/1qkA51dAzELxxjHTtgn1qzEiMW3MGDLgZ54xVaJ870GdrfMD14q3CArjG4lF+8vb601foaQjdlj9xHDwxBUcEHpWFqUrXkrhmzgZrYumcW7PhCCCGx3rIto1O9iM5GAc5rRK+h6MEoxOdlcQFssPT7tRRXkUeXdgcd26VpXUB3NuRTz0JrH1GyPkllHGMnFJRu7Mtuyuivfa+zORDz2zVYau8Me93O89Pm5qotodjMDhu3PNU5ogCHwcj71dcYxWxyTlJ7l59YubvECIrgnhfWs2RvnOQRzyD2oXKMGTgjoR2pru0srM7Fmfkk8kmqvdGWpNaXBjf1Hoa0YLkuSB6cVkohDEVdtwFZM9qlrQuLszZhdlYhuAKQZMzNnnjp6U6Mb05YE9B+VIoyASMn271nY6Ux8rqUYjA9Rjg+hrHuLh0c4Y+ua2WRBExJwrIRjPOe1YlxEzMSSParijOb0KU829gep71PZGRpgsRUP1BdgAAKg8omTbikyCT2x0qk7GDVzUXVLyLcHk8wKOeRzUkeqvvWeP7o4K1nQRtKNqg7T1bsBWpbWYcMQnyKMAYpvVa7Dje+h1NpeLdW6yjg9xV+AHY8uAVQfLnuawtHt2SPa7fLnvXWWcKCzYA/fbA4zXJJJN2OuUnyXZRurNbm2YHcxUEAg9Sf8DzVO2jkm1Fyi/Mx27iuBnoTnv0NbUdvGWZQpDqeUHAA9SfpmmSJFbBpo1LyyDaWK/L83GfyJ5pcraueWyCZxK0xKMqSH+Ec4HGfofl5+tRQuhtzEqHzWPzOT0/+t3rRS2JiONwjU/MepYAfMufrUXkx20DMygsoKq6jO088/ietN9BtELOi25d0UFugUbTnsfp3pqozujMxGT0Yc5/qeP0qQ/vnR5DG2TuYr3ZQB9T0qUI0W+PeWdxudQuQD2A79zU77itoVrpZZkVnLIdrbUJA3L1IPvxxUUcW+2ckHG5SAOpHv3HAzVqMGQAqSAPuFsHcMUhna5CJ5i4Hy4I9evbtUuT6jVyJ4ed6QMnyKHOOcgZxnr6H8abcPiMocxmVQSAO+AcD2z/OrjSoyfPJ8sYI+Xjcf931/wAKq/bJGjJP3l3KQc5XgH8jk020x2Q+MJIVSSEiQbQ+7OCTnGCOmMVKlvH5lwoZolbqi5OTnoM1C77LjAjIWNyABz/CMc/n+dSNc5uG3ltqHGQeepP9P1oikkSTSSwQKz8gD720c54zn9fyqG2uN6zIwUs64D5K444qveSKHLKdyO4AY8Y9j/nmq88yRAJ5gVpVJ5zjg8ZHvjNNp8xWhpq8KWytvkbynLAM2Qw7Zz7CoEMkknyyFF/hdOQMYyTx/k0xFjjCpLuZpYw3GQCo7j35x9aa6zCZkDN5SkEA4z25I9KV+5XM7ER1K2jYoVDEHBJBNFLHaWqrhrIzNkkvnGTn6UVPL5kamu670RVKqTktjPFOVUeHYWOBxx/OhEDEnDfdwozznOKjikxK5ljYKSO/bBBPtihNsYIz7mEZUMBtYZzz3NNid1mKMm3fyvsOelJLtkuC8bgsqY3Y+9/nimM+ZEODuZdq5PPBxR1B3EUoN65JKg8d+3P61M5aYx4zuyoyT6D/AOtUKRuS04A5J4B5GP8AJFOYr5BIBGUAJZurE8UJXdmSSQIzsyAkBlByR057/qKXcEaTzNrgZVu2MdxTHlVCpdWWSRQMDkFutJIAkCyKfv8ADA9wQefzqmrAWLkIiExqxKgDKkc56n2qO4LmeO3KjLYUAYOfy980O5MCy9VyUPPGeOD+dEUAnlZ1k8tYkBAP8RBOQD9Mmq5RblAxTPcKZnBZW+UKMAeufXvV2dt0AMbMHDBvoOKJTHE4k3Bz0ADdO1RiVXVmkO4ngnPQH/8AVU20GEkmNoULhm5Yd8D/APXUSsWIZzhVGOee/FSMVcugCsVxn60yNGuUfawHc544xk1DjfQCJ3UDzEf5wxCg8mrnmobRUCKrK4Z368cYH8zVWN0jRi6s+ASCeTj1/wA+tSsESPKybBKodQ3Ye/pSS7AWIpNisDGjNsYozgdTx/iRS7ZCWd2UgjJLepFU0EhRg5ZAMFCR27fh71OWL2ijZmVDyOu4Z/mKeoiSVEMSyLn5xjOfQ9RUEjttL5BZc5JHJHAz+lNWd12hyAAcEKOgzUj7HUYIAdCQB1JHai1xiW7IttsYMAfmye3OKddBdkRVVRmZuVHHbFRRoVjYgsx64x2qZpS8W4rwMgA96Wq3EIJgzOzEsSc89TimurjaYwWADA8dj2pq5JZA2dqhjx+dSxSl0kVMEBCzY9OnFXGN3qMdboUdQ2Qeflx8wH+Fa1uAikBFO3P4isizdZQZi2TjGH4B9K1YhJ5WJIyGAzuzkZ+tUkk9DpoK+pX1CYEYQFVIwwqhAqorOoxng4GBU96wOTjBFVEcKuFZVJ/h9aaep2taFK/iLuSWA/HFZksAML4ZsehJrQvpHVgV53dQDmopwDbkjbu9AOTTa1Emc26Kdw27sHnB6Vn3MEiOZUjJU8nFaNwzIxZW/CjcjqpGGPGeOlbxdjGaTMfZA4IaAK3rk/ypiWUbEkMVYdK0544gC4U5zx0quRsO4gH2Nb7mDVimkY87mrgVVAAwB15qvGu6brVqQDyyRzj8aT2HE0tPyykNgkDPIqx5apIox2yOOtUNNbczbj0GM1slFZApJ3Bc8Cs7G6dyjcqixnBxtzk1nFS5PAwegHYVoXI2KQAOO/vVCJ1MxDcegoSsxN3RSMQS5CnjtUvkRKdscQdh6k0XSEz7g2QeQc1IjHzBIzHcOp9a26GPUbEjyNtf5FHYCti2UmPaCpUDA4xUCPzuIwD3xVlHVWZAD83cYwaxnK5rCNmbVhbL9nUgDnk5rpYrYyWGyMDP+8QfwrDslK28ZVQT2ya6NQyxqgzhR0HeuZrRs2lqrGM9o7TtHHMwWQBXYnPJOAPwOfzrQAidEhLBhGgBIH6D6Zqlcy7JJfkKLs+UHrwwyf50sphEM1wjHbt3bm6sxI6DtwR+YqFLoefJWehYe53RKAwKquSRx1Bz+NRwtm68qF12shOWGPfH5ZrOW4cgxkEBlO8kYwu7GPbk1euZVtnV0Q7SgOMg5yCD+uKz5rMXQbdxCMtIznCupAbBznnIHFRMVkmjwdkjgjgZyeMUrzu6lCuQPlHqQf65qhefaEVAgZWXbz6EZzn8MUO9rg11LTTIgkVyCyEts24OAeTnOcUb40DNsCyc7gp6Enj9OvvWas7Ldgz5aaRSUdlxuHcEfhV17UrFHFHkqduxwc5xjqe/B/Q09W7oi+ugws808myPfnd8o4zxnOevXjP1q0kyvIirCo2qM8DL84HuSMVXtUEFyrO/7pgVY57FalSTy9oj6ggb+p5BqXN2a7lLuWVRfOKu6ls7iQMgN14qiUdVMsZ3r5qs52gFeWwPpxVnz1it9yHYoQKC5zweD/X8qbbzRNK6naUlXbsBODjlf5CrXZhoyO5ljVUMkigSBS7bupI4XGKjuLCHct1nBb5QjfMVYZBI/L/9dWLizEYaUD96XCgM3AXB5A69utV7mPdFHGWIfaGwT68jFaXbV2ImKKzRSZYiNCBuPzHB7/mP0pyWTQSyTNMquEB+Vsc4wAPyqJQwDOxZCybXB6g8D/69NlvGJkfYu/Ydqt93gDGT/wDqqLpO7GmralhZNLUbbm33Sj7x9aKrKrSKrmJwWAPCgj880VPOFzSM+5WJjZtq5QL19hUbvJPa/IcggqcnBU46EemTUVu7PIfnKhQpVcYOMYwKsxsMyAoFXZ8w5+Yn+ueateYiEnMTJnDKy4c9Bkcj9KJ5UhnHmTysuwEAqGwD2IP1p77CojaMs0gO0Hk+gpJrdLmMxuy5U4JxwMdj+vNOMnFlJtbl63uLOaKMSBXiBGTENhwO2MfSpJ4bExMyzOcnKhgAB6ZNY8NvAjCVI8mJyvyqABxj8anuNk8cmF2FkPK5CsTxx9PT3rWU4vWw20K/7sBZiPMO3a4OV6Hn+dQq4ffGQRtxgjo3cH8TUVgZBFGshyuzKE54Pv8AT+Rq3c26Rs3lvsSQ/L3JPoPxz9M1DknbQHqgd1jtrfzQGD7jtToCcY5/AUivGAsf3SwYkoT8vHX+dVp23lIyirli2M5Aqa6gjs0tDGjCR0ZZGyTu+Y9R24IpSlZohLcad67m+XcvRW6du/8AjSx7vmeJShAw6ds9jUa5UMS42u2Bg54980+PaGIQFFkIz/kVN7IRGkhklZ87ichiByDTo/N2NLGRtG4vyDtBHPH41bSI79scTDdKMrjsFOTn0+b8KswWMUNpI5JLBsnJ5HTH1Gf50NrRjSuYxWRooAVCmZCU5+8A3f8AXFTsiouFYhg2ACMfLnrn6sa01s0fUo4lkGA+1iP4QMnI9jn+VJqERi02KCBFkhi+d5tvMjZII9cZYYH41F0h8uhluzmJUYEMoxuyeRx/hTWb7OiNv/eFtw/LvWp5aTRrGEUSBQyEjG8dcD05NULm2kuZt/zOpwD8oGzIzyO+Mdqr4mDjbQgnlBlVkIVHzgqMYyeR+dLDuaTaoDOfmA+noanbTZDuQIFUhinH3yD1GffNWBp6QXHkFgJB/wAtFJP1I/L0ppW3BR6lNVWJ1RZmcDBJYcZx6/X+VSRwyyyMqdWYKQT0GOv0wKvNaqsbrAAyZ3FWGD7/AF5zT7d1W4+U7SyFSqDJA7n9cUrJlct2JbWscxYKqybjtwAAen8qqxwA6iqLHhkV92DhDkjgfpV6cNFBJtYKWZg3y7QvbH1FV0d1mknncSxqjeUAwKBiOAR26g9O1UuyBxRYgiQbhGiru5Kbu/Tv071aZMwsygqeSfmHJ9apac6TM9xJGyFsLuIKjpzyff8AnVq5bbGdvB9euaFe12dVBaGXcHaTnGDx61mSNFHkqvzd88VflUE7gxVvUcg/WqF3blwZFU7h1Kmg6WMCfaADL8uB2Y1RuXXy2TevyjgDOT9KlSUqrZ+UkdutZd7IQjAkj0xjmquRsZNy4LMoGPQ9ahjyMA5A6cVLlfMYlcse2P8ACpI0X7x698DOPatloZWuOjjZ+MEgcj5ar3UbFmYEYHBxWvAipCX28nAVc1nXHLN8wzntWqehDiVLaI7i3TFXUjDrgAjPUkcGltEXaOmPXHWp2UKcpxj3qkidgiRIWyhB5zxWjDLlBkc46+lZDu27jp1OetXbRsp8xzzTcdAUtRblATg9W5PtVJIY0kJxwT27VeuT8w7jHaqRc88ce5p8t0HNZkNyoMhBzg9CafBDgBSMk9Pep3VZU+XBIFEQGRn+E8ipbsUknqMdC20J1UYGasWyYbdn61J5edsmM5bripmRdjbWznHHSspK7NI6I6HSfnMYycA5J7VtopbhmTO7jbxkVjaKPJgEjDt3rVtXDMzHnPbFc8tFY1WquV7i23CYjCAlQoPoDyff/wCvTUihluRbs7OnIUE4y33gP0/Wrs7yKjeXjccKRu+8M8D88VWEkbhrltg2sF3OAGY+3+e1ZJ2dzknH3h0VhHEZphMoVxuQhclOQOSTzyCcVWKI72xkJYo21scAjnmrccsi3MiTKB8gIyOoxxj16H8qo3d1FHh027Y0yGHVj2pcyk/QyaSeo1Y2tjEtoVdg3BPJAXq35cD6UPZItid7cRSbi6J8wGMbR9Tj8jVaCQlPMZ1CyHcBnoDnGfSluriM3aqZS4VQPlJwSRzz68/pT5tNipRWhPDBHA7NG5kBG4K/zEHoDz6YqXzdkEe2IPGGA+ZzhTg4+b8KzVfa1uDayvuUyh0fb8oyf6e3WtSfAtYVV2kWMA5dMENjALLz3z+P407vluRtuUvJWSSIFY42VMEM2c9h06nBqS5UwCP5lKkkAjAz68VkPDfxzf6VhXZt4KOMsCfY8dv8ithQ9xbh1V/M2fIRjoWA49+OuKWjVxX7EWC6xxKm/PBB7jA/IciksdscAcoomYEorDhRkAk/gOB/Trbt445rgy7dsali2epyq7Vz35HWmEcrNIm9mcbmzw3HIx9KTJs7DXtkvLkO8hDeYzE4zuA7f0qtcsguRGMBgzbSFHTJGcc88epqcFn2sjHJDMEA+9nIH9TUdxCZL3zF5OSodjn5cjBP1zVP4bg9BTOxZtvLkBhtXJGB1/n+VRPaK6qiZDIQwCupJ9Rgn06Ypcskm9EyY/fqM+vpx+tMFtMBOkaE4UlCQBgZzjJ96lXvZiRPAivFlS6gMw2+mCRRU8MWpeUAHxjgjOcHv3op8nmBLFEiP5iKTJHjOTyAM4AH1NOBjcQrPuDNlc45DZ6/rz7VB9rl8zy3hb5TlmKEYXH/ANao7Wdrl5EYIGUnJbGQCMgii93dF2LLxpcSK3nhcDkEY5xjj8qkGGvZEOMpycDg8VlXBMUe6N22qQcls549MZ4qxbzp57PLhs7S3GMAgGnKz1E2Wy8a24D+/Q9/SkmixGY1YGHORzyAabAoVhG43bgxyTk7QM5+uBUiCN4Uy3yuQAevPTn8xU33QMW1to4yS7syogZRtwdxbp9CB+tT3VuXt0KRkrHPu28AgEKeD6AioIWl3mUjZuQHHQZz6emKsu2LBo/MCjJIZRyq8HOT3wDWcp7IpXsQfYBCrSbVkV0YoOuwkDnHrk09LdrqFUH7yXzZNgPGR8pI/WprCVYbJjLGNoUD5h90cH+Q/WpHRVsPMjiCtlmXHU4UY/HgflRzXd/MfKZNoiPeNbuSGD+mdpLAdPxrSTTonuoQzspkKBskAY7kc+oAz70EpMiSBl3FQyuByeQcH8f51ZMSwrBujcmLGAeA24lufXAA49aUqkr2QkkiG0gJkw0bMrKTw3I3YGAe3INTpCLqN9qsJQmNu7Ksobjn3xVqBNl7BEpKqWZm55yCwz9Kmi04JdxyROrRsu3YcgnbxuPb3/GsYzbGombbWMjrFHL+7nVXG8nq2QMA/gPxzU9zb/ZbVVKMHwRuzlckjJ+var3lgsCj/IAxOf4iAVyPx5q1LH93y1G9Odx5IXg4H45NONT3tS1E5yTSru9mUwQuVm3MJWwBGwOMf7IOBird9Zm1jVWhaVwxIZOQSSByB6HNbV3cuivNI6iJGUhd3L8cD/vr+VMDvJPLHE/zq2dzOTtXHXHqTW6qbWKcVuUJrAR3yzQSFmiQoELDlgN3X3Y0y3tg8Tx3IzJA5VJohuIU88juAM1fSPa4k3qqytlDgKxIXbj65596UtbxblhUKgRlTcuOvUg5z7VPM3uLlbeiMlrVovI80rIrA5lGPm3NgfUADP8A+umxxx2Eiyh4iQ7O22PO5BzjJ7/hxmtSS9sXCBoN6xYCBlGOO/PP8qoeXA1tLFI7SJISCMY+8cnng9fftWlpX0NFRnbYz3lvrpJHe9kVUlw672HlrtycgYzycY702a3bU3aexE9uIkG1dhYcY5IHrnNaixWgnWUlgpYl02j5iep+uOM1DfQ2su1IXkWJHDbUY8kccnPI/LFUk767B7Cb6FbTbGYXLK4UxSKSSrbkA7nHY57Yz7VLdbAJGO0F+TjAJ+tWY5nRCHkdVPG0nkjt1ycVSvEx88ZZQepqkrHTCm4rUx2UO52Ou4fgT+VM3u+UZcHH97NLcxndnJPoRUHLHDEZ+p5/LmqQ2ZOqRSWzF1Hyn07VkF/PJCt1rqblElhKMDux3rm7m0MM+5AMZ7cU2jNsy23GcgsARwcVcgZVw+/DAcdyap3ylLs8/hihZXUcHqPWt7XSMlKzLs1yxZd5X5R1qk8hkY4OPf0prOWB3nJP+etKmC3OMVpFESlcersCAGq4rMU5JPHpVQcNnjrVmJjgck/hVpENjNjZz6+lT2rEMVOaMDoc8e3WkQKrjg1TEmWbk5TAP4d6oEfMSTk+uavSbXAwcH2qhO4RiB+dNBIcrYcHoP71TuQFWROM8VnI5DjLcZxVvO+M+g9amSKiya2uE3FXJ+gNXj90AbT3GOcVzr5V8ghcd61NM3ybEwMuQOOnWsLamrlodjCP9HjUdNo6VpWMaFNz9B0GKrLGEjUe2OlW7KIuw+YBR1zXPPubp6F6Yx20DFQCTwGbPAON35Dj15rBulgkK2ssTRoT+5j3EH/gRPQnjjr9K2ruC5ntmltX2tGSAG4JUdccEdP51m3KySadbyQRKhiGSgbPDYz9Tk5rncuV+pyVL3KUl7cqih7TawAztyRs4ztPfAycelV7s/abaN7RGZmRd6BSSSxYgn0A2gfjWjb+ZCqwFGdZXZXBBzGQcfl706O2Zbr/AEaNnUoquj8AbWcFjjjo2aSaTsZpdSnNFGGkWMOIpERlfOR0XjHrjIqNo7SKJWntQoLBQgf5yWx1PQEgnAq7fpF9p86PapiB37chSp64z0+lRRWLX0kjksGDqwdhwrg54weflOOlCk5SKuu5PZxQWumzCGSSUmY+SHQfIrYyAR1wQOnXFVHnlS6EkwcDYVVSMBsAH+hFLYTTPJIsci7YsKduDsz3I/Snz7lJutvmKzEYJwBgAAHB9M9fwq5S79DOSu9SRJ1UQukKhGcxu7btwIGdue/X8zRM6LOmxfKXZwQ3ygYzgcdsdfWi3uI4naBlXLMzZb1PTP8AnvUsTZijCI20SFWTqQMZI65A60c11Ye6K8jpbr5aLnapOOe/OD+BI/AUklzI4itcMxVEGWPChv8A6xx+FRupU+c6lXkwoTGQcjr7D/GneXGLP7XJubMyqxU52rlm498YpR3FbUbINgWDLARbWIY9CR09ue1LOzPEsgBBwSVz8x4wCfTn+VNlgdGVCzYf75xhtudxzmoEnklunYqUi2hc7RxjGf14qkt2ySSFBbBC0gZtpVwuCE6jA7Hjv6mpVeOFxG8mB8odcdh/CfxpHSJtRIQtIuVJR2JLZ4PPr1qvNHCdRW3Eu1nYFC2QCD6+wxmq32EkW45pggAmfA9sUUoedRgFSB0yooqLSGX0sHN2boOzQog4fAHHX8TmpZ9H2LqRQKjDDouclCScAd+QBn34pyAPaRwssjFQrHaeSSoHJxVu3kiSFrkqCoRF2M2CxwefwPAPSpUrXRsmrWOcj0hr2+keSQKVYbEOQCRgYb24q3JpuyCxAhYySMqSNtYfMwBGcjjHP5VtaajW8LyeWoaYgBA27GO5x0FLNcpYPJcRqF8tGV0PKsRwuM9+T17VM5crRKirFPTtFUQ3EVxL5bSgqr45jGPm57Z4GKkhtYBZKse2RfmjVwgV+cE/XinwzPcpLJF5arIdyduBg4569P1qISpbadbwFGZo2JyF4G4ZDH3wR+VYOTldrcd0tkNIhePfbI6LEdsjFcjliF+nAAqEoId6yKPM3hg23na2Bj043D86kSZZbeeMs9uu7eO6yL2wP94GnOYtszuP35CshDfKRkZGD9P0pJtuwmrpWH2sBubGWCQEq3Hy/J8vIAz64BqU2AuYWjMvlwRqRGFPJLABRz/wLNRK7RM8Tyq3lljsByC3IXH54z7VNLIyW0MkL/I7vLgD8l/75B596qLaSY7WQltZtawRssauZ1GxMbnxjJJxzkjFTqjrdtbTMuSRwWznoAPrx+tVI72aeIWqOY1WEfdU5Y8Hr39KEuVEwl8xy4BYKnX1JOe2McU2+ZsNGaMdzG05RlUMu4jnJI43Y9stj8KLW5dzG8m5GPLYQ7cdCAe5ziqQEW6cNIsUkmDtYECM9cE9uAPbOauHcksMS+YwZQq/KMMPw49KwcXFaDvYsLGjRSFVZZGQMMA/LjqP15+lS306Q2pKuGmeMBgG5xglulJMNrs0km0geWqs+QcAMxHufeqcN7aC3VpJJQwX5hgqxIwcYzx97r7VpCLT16miXM3Ytyx/aIYMqpwolLdenKj68Dp61WFxbwDzmYs8iDj+I8DBI4wfb3qje6wbkBUi8pQeNo/D7309KqJuRiQ6qvUjJJxXQ6aOmnh3vI1pdUmlVY4gqBB8gA3H61TeRmG9HYnHKupOD7VTZ92AGyPypkkm1sKnze75xWsbHUoRjsWUYMdwAJxnIIFIZztIzjHXkVAzliNzFG64zVeW42njJPpjrTcrDsXRMH+QIT2wxxQrqkgMkiluyJ/9b/61VBI6xFySPYDaB+OafbfOw3j5e4Hf6n09hSQmzSgVpiHfBXPA7flVt7XzEOUIbHAzimWoDuCoGQBnAyB/9erVxMsETMevv3/CtIx7mMpdjmL23ZHOCCo/2ef0NZkiheBz+Zrd1B1ZN+PmPODWK+1ztk2qfbA/mKGtRXI0k25VgSO5HIH9aoXyI4JCH6jkf/WqzI3l4P31HTJzimPcpLGQUJb9a0i00ZSVjltQiAbceo4qj1GMdO9b99bCRiew4zWDIpRyOeuK2jtY55b3GlixGQPrUydBnpUYXPP86k4CjHPrkVokZ3JANwwMfSp0XYBnk/SoIiVy6jLduKnSXzAc49DVpCbJUcAf1o3hWxyPehVwM/0qCUjdnv8ASm9gRPLP8wPUYqtOO5Hbg0rAPGCAcin7d8YB4P0oQ7lQKWIB/SrEB2tsf6ZoMZjyVbpzzTA0j/PnODjPpQxJkVwpSZsDjPetzw1atLeIQvyqdxyMCs94vOVZNuTjBArqPDECpaPIo3MG5X2rOSsrlxd2bZBJxsJ9wRirNqqkFRuB77Vziq4cP918n/ZGf1q/BEyoGTPzDnGa5J2OroWXdreRIDIImKruDrjB3AD06571XtrPbBNdSoyLI4cIoB+TGRj9KlKW81tLNIxd0iByP4cEnp1PQUkFx9nhWJWVpmdZEJ+6MDj6fNkZrhlbc53K+o/7FD9l+d43Id2Lp82/gABscnBySP8AZ70xcIqi0kUuQzSKUZzjcCd390enHGBVp/MTzJIgpWblQMEAHk49+o+tZjXaQSxSQqFkiiLPhQSxLfdY9zgAcevpTTtHUlsqCFY75rqeLy4pVKkFuJEJ5IHt1zwKsMLmCzeOGRZD5qqCrdQAQMDrghwfwp7PmdpIJFiESlSGBckYzhT7+p9KYiKCsZkbdEpZ2wXJYEgD3OVH4U03a5Dd2V5VNu7q8arM6BWZFALc8ZP8WN1V1KMjLO5aEZXYAfXjGO4q/MiJGBLtiaF42kOMnYw4BHqOtMuFtY1y0TNvLYV2xtG4bfxx68c0S0d2S1rcyZLKZ5pXdcMs21S5KqVI+XD9Pw9K15JdiNCysxix5cjcHGBwx78ZFBhS4XyZZd9qh4KIMKOpAIOOoOKjSZpJJTLCGjUgb15KAjAAbp3HBqotbrYNCjOys5lXIWN9pQ9SNxAIz2z/ADq+1s1zYxTiNbWGJy7BgQJm5UYGD2/DpzTft1kvkyXUTOkA3Isags755BPYAg0PfT6hM80uy3iRDhUbcAoHBPrjOe3TFUrK7GnbYp645iuvOjaQSSYOCuBjgcD3xVeHZcI05QRKj7N3GyRmwSMdc8Corm8u53ktbmTDIwaAgYwoHcfT9c1oqsEdkluxkLK6ly3BVz2A9gVH507vdEys2VfJuopGnkVYkiG9GQ5YEMeoH50tytmJWuJEK/IEZzyVPXgZ5Bzj6cVLHClyXG4hguEyOrHpk9QO+aPtMEErbMu0YxuZepOclT/9bmmlbUHtcz7m4vTMTbOGiwu04xngZ/WitmGGGOFVmf8AeYy3z9zz6UVF13FZD7a8nCCfy1BRgSZRxgZ5A9D14oN0WjXbEjR/Mpy+CRknGCff0qpbvPNai5jkYQsTtRh8uP8AHFRyTRbVeWdFyQGduinB4OfxpJKT03KvbcuXN9MtuGEjRs7klQoC4zyMj6HrUV5dqdrtOFV42JBJO5sFRj9PzrlLnxM9tdSpG6yRkEMoO4Gqllfy3MzXMhJSMhUHXLHoB9OT+FbfV3y3kwu3odPc+Jks52S1iRWDsSAMgcAYxn2P51GNelmk3zXIQv8A7IPtXHXSXKPM0ZklVHZWdAccHkmrNqTc6ScT+bJE5fywxBRTwfqOh46YpqlGK0R0RUUlc6176OQZNw2exVmHH4mqv2+WNsR3ZYHsW/oax/MF0qL82NqMrr90ggBhn2IP61KmnXR1GW0ijEbo5X53GMckYPfgfjVLsaRkjbN5KkG/arNnjDbT/Op7bVJZY2RlYYTO3JH8WDVDU45La2ij85G8i3Jdx0bDkfifn/QU2xa4VIndcLOh2fIRnJGPbsD+NRLbQUpXi2jah1DysrHLNH1G0v1AGfarkGqTR7HYBieFb5SR+VYsdtcSrA8TklgqBgvQtxk/Tqa1dPRJLmSKRgxhc5z/ABgEgEc98Y/GpTuaU5Ra1NGO/iefNxCkjO24se/1BrQW4h+yTNbzqJJPusXzsOex+mRWPDYpGW8xf4iSOu4emew9qkuGOzaqbFHGFB4FO0WtUaeyjLdFy6u0dVjKB25Jd1Gck5JGOnpj0FZVzG85I3K2SDn/AOtTWuA+FG5iBgf5NPt4trljg/8Aj386WiNIwjHRCJCWVUZ2+Xgk4Gfp0xRKXRTGiHAH3s9KsSOiEIzE5xwrYxVXCPuGcN0yTk1DN1sOVkcbGIIHQKPb1odn4ORGB02nFBWOMhCGYAcbj3qOecleFVAO5/zxQmDIrmfChQ2CeCTyaZCAzD5S59T0H4VUMis7MDuP94np/jVy1BKlvvY65PP5VK1YpaIkeQO4UYAU9ew+nvT1lRHCIuWPFVWPzsMbR6/4U+0A+0Kx+6DmruQdJZ/uoQrZGRlz6f8A16bJJvYsQAF6Z6L9PU1FHKHTduwoHH0pryFjkEgjhEHb1P1rZbGD3KVyPMZnPOOOf5fSsK/TAJPJP4VvzYVC3Uf5/wD11l3cDMpDuqM3OGboKqMW9iZyjFas54XTLKyCFTjjpzVlZ1VQWj/Diq9zpcquZPtEKDsN/Oe3WqSXUqN5UwAJ9FJz/jWnI1rY5FWV7NmhOyun3ACeTgVzl0oS4YGtpnYD7rH6jFZV/HlxJgjnFVHcctiuqcAAHn2pwictjFOjb5unPanAswJZtvtWxmOjPlofQ9TSIyFhtOAO3rTFccr2zToVUFic8jIp3AtRqZHCjv2FWzpxKDjnHSoYpljTsvvnpVgXQAzvq0kQ2xgsQg2jjPelubdiy5BOBgH2pj3ysxAc5x0pY7i3LkXEjhSCQU557U7IE2U54ZEUgr8p4HFUVkKSMgJAFbUF0rqUBDcdDWJeMDPI4XbubOKGNF22mJzGD8rdhXT+GH2W8wPI3DG5sf8A164i2b95kE5HPHSu88LbDbP0DO+OoFZzfulxV5GxC+6TCqQvUEfrV/7SE/duuWGSBn0rRtrBPIUuQvOeTkfrVe+tVe7CMGC9SVGN3XrXDVWhtKVlZFO7a5msrSBSsTSzFEC8l84GT7DgfjU32YXUUMkiMzFflVlwzFdpOSeRnOO9UUvWaZDLGZGjcIgztKgfMRxz97b+VaEOobdGiMjZZs7dm0YYEg5I4644xmuOKT0MEFzcyNEqAtICxaMop3InPynAwOg/I1RSPyLpfvq+wSlo+SoywbIPcA5/Cop7u4+0rGsexXJmEWRlQc53Y9wSAaWzu0ju5blVRvNDIm4E4GMcdO1W4JolvUtrK7MkkkcLMoKKyLtLBfmG4Zx1x+dQpdFYltlcxsqbw6KBuf8A2u5xz+NQTELaL5gd2kiZmcknJLde+TVeNw6GRvkdmXYuRjbySScdxjv602raE63uixcxP5O3y2lMifvJGf7i8HJPAyTx/wDrqpsjmghCMTMQVkZexzgCnuZVAJVjGWVixXK85AwfwJ/OofNd7iSOOVA0mWUhcfNx0PfIxj6msbWeo20y8iRwzzW9ud8axxsCMnON27qf88VT+0SukwhcLuwTuGORxnHTpmorYtEhaORZGdWMjB/lTGRgcYPf68UsDv5M00cYRE/dsD95y2Ogx7/qK2cW2kloJuxctDEluztA0spO4w52lxjkEj2Ptzio7m2RLlkjYqtyEVQBnCtgkD35Ipm54Uh2uok2gOmecg5yfXrj8KdNPGUSX5pGUOHiReQew/GmnpykpjHtfMvrm+y0rgMEyw+TJHzE56/epJLmFYIZHVo1dAFDrna3AY9epYk/Q0y4aV3jSRBJAjbpCE2goOpz26H35FO3xyxqIEyYSqlyT9MgHp3J4qmrRYb7EckkL7inzSJhSxGAvTr7mjcv2jaXysabg2/oxyRgegHOKYVlvppD5uIsAqXJAAxUCHyI5iELyN8xZevJ4AH+elTFXtcFoNaGYsSLqZwSTkMcGimPba9A2yNERMBlVzggEZ5/OijkXZhc0vtM8du3mcKCHEaDhW6nGc9xVaQ21zazSi2EqzJu2Pzzu4PPTv8AnRbyqJA8hO1Fc88DlePywT+FSIoeCKNiwfZubBGR0PHTsBx71MG7XLtdXOfubGBo0iggVkVgHl2j5GbJ/HofyrUj8MRvaLIGSRY8MqKSCSc/Nx7qPwwK0EhR4fNtyDvXaUbncRnqB3+bj8qdYSXVvgWkrDywBsfpIM8r9OOlbuTk0gMy00KyeaO+Mca3BYtIrFsMD/GuPunnnPFSro2nveXV/BHh45OHRyM544Ge/NWJbO8gtmxB5BA29SS+48YXsOnHt71YllW3KhGBkQncEOCMdAcfjUvmSfYcpcuhHBoi3V4IJGUNJbs6MnXceVHv07+5oFncSLC52vPbDDYfcJAB8p/An8s1IHNylvGpKsFJRc5YtjHB+n9fWq7O9tII9rPtOC68Z7H9c/lT5rxugu+g+eJzbiFhCwlVovmBZTlgc9j1z70sUeLdVdf3CgLEEc7/AJf/AGU4BA71Nb2l1fzi2hUq2zcCw+6M8nntXQxeHoNiLNJl1ALKvIGOuCefSsormWpcYTltsYNtM8UTJHEVXGNq5+bjB4/OtDS9PlhjaS4kPzKu1cnIPGTz0Oa0lWztFaO3jUMByWGW5PrVS6ud6KFPGeTnkU4xs7s7KVDl1bIryZChUlQCccjmssuCrLlQQeCDn+dWppA6EPHuBPOeazXUpKQGZAOmQeKtnUWERCwJXJPHU4H1NaMACJ8xO0D7w6CqFpHkF3dTg9vWp2k3Blzx1yeKljiJPes+FCsyj5fSkQLGN4B+h6CnQiN23A5HYkU90JOSzbR3P9OKjcsYHRSWdiWPOBWfe3CohVeR2GasXDpyV3nHX0rLuC7uRgY9KHsARyyORgdOBx0rUiDJENw5Azt/qazIN4cDoM4GOrfT2rTcqkOwfifWlHuTJkZYuPn+VR+GakjzkcYHbPU1W8xNwPXHSpFZmfeMlqZLNZpdsIRD8zEAZ7nt/jUv/HvEXBLEfKB3Yn/HgVm20peUM2SEHy+5qw0+ZSF58sYQDpu6ZrdMwa1JLhPMiZN23GVDj19R+Oa85v3vrS7lhmmcuj854yfX3r0RnA2opGAMf1rB1zR01BjKrmOZflLEZBHpW0ZWOetDmWhxwvJt2XffnruPX61ZW9WYKkiqozkseTn1z2qC8sLiycrMhwejDkH8argD/wCv61tGXY8+UXfU0Q7RriF8qTkknk1XubqNxscEtjvUAd0BwxAPJHr9aRmWQ4fA75P86LI0jOS0YREB/T0odmVg6sT6imBWCs6q21ep+tRl2Ukj7p75q0y9yUNj5+hNIbkIhIHJqIumSWzn0FRMwYFeg7Zob7DFa9kIIJ4NNW8dcgN17VGYw4I3AEVDtKn1qLtBoWmvJD3NNa9fbyT+dQHsDQ8JbB3AClzMLIlj1KZJAyNyKsTz+aFkc4J5qkkcauEXk9zUruGfAAwOBTTd9QsSwZMgYHIzXpvhJGi05Xc4V2JAIrznTLZ7u7SJF5cgdOlep6ehtYEiQkqigFf6ilJ6WNIR1udLbNGy4QbARjCnAP4VQ1hHjhbaqyhwAqOoPX2PDfzqe1KkBlwFPoOlVL+W4jYxPyhyVIzxjv8Al3rOp8Opc9jIiRoAkSOXZ23Oy8AAEZHPSmSXBjSVwPNVSWjKcqpJGRkcZHtnis291CSJXeMndKGKlRjOBj+oqbTWdYEaRGCqgV03/eIHB6ZHTBrhh3ZyqVtGWTqLyP8AaJXUneN7cAliMD9P61cdIWcFRIEjCqAMAFgM/gM5+tURA5g23aLIvB3OMsW5zgnkU3ULplJEIKhV2nc4w7npz2AHP5VpJ30TFJ6k9/qUTyxoE2rGFKnrj5cn+Y/KiZhJJEpGxdq7zt4ReOQPoRx61mOwaERyN+8BQYHqFXJ+latnNi0wYlZmU5Yqdx5JDH04/TFJ36i5myskeHmdAzrKUDOAcfK3B68cZpsjRoyRyKzqeC+7k4xx7cZ5qaK6FvGpeBFRSTl1yu4HofxH0qvPctFcTSTIzxYba23aDkZ6DjFRK2j6jstxfLhtlljVWNvn5UAwSevXv3+vFXXOLlokAVIkO5QfvMcE/qMfhTrW4WeFX8jKxKGVimQrEDv65YfhVZYgJ9i/OWfajEFsj169/WtVNKNxb6sbPsWNHVD9octvfcecY98d+3pUKO0URmaNmY55LH/J6ip/svlqrSkxEOxPfBIGOOuPlb9KfbRNMVhUrl3BUn054/WsmvevcGtCxsEmDM2baL5Sr85bPQfrmqToQ1xJJIGEjkKFycJgcDPtkUvntcXSh9zKjliiADcefXNJI/2i4ktgP3IRi7j5RnkDOPfJx/sitJS5tCfIzru5KQpIEMcAyqL79OfwNLHskia3YuFHzu6n5tzdB07DmtA2EAsltHYmE4Yu2CZMf3fQZ9KewSxS52RbYEQ5RPvSdMlvy/AUmmloVa4xLOSdBKIPM3c7mJyaKsR3hWJA1sXJUEke/NFHO+w+Rme8caLEqxCQ7SWcseBgDIHTueTT7lQ1wlwuW6Qvu4HOMfnyPwp1rGz3CxyANmNhtU8E4yP5Cn6fAJ4ZlkJ2tEu45GdwAGM9jzmqirh1HWskapL5kYRURFDoCQjZyRgn6U2WKa3vDJFIrxS8ZU5Cv/Fg9h0OD3NUkZYxdC4jVVYqigHJZgTu+o+ua1Z5GmkEcUawoxVgELHDcjoSf/10NqLbL+JJMp3NzIPmlnaNWdQN7/Nt/pnbnJqvJNazxOtk6ZUAbs5AIyRknr3/ADq4+iR3DyPKx8pn3FSNx43cHPX71SRafZ2c0Zt7ceUH2vuJO7g8+2D/AFoXmaOi2rlFVeWaMmJmljddgTORkDp+ua6nSrCExpLKEkV5GIQr07nPPPOKoQv9mt7O7AH7qQg467ST/n8avWs2y8nhOQBIxX6MM/0H51mtrF04KMk3/Vy6rxrrUkisEC26oAP97NVL2683UlVX+WKMnOf4mP8AgKoXFy0WpzTEfddFYe22kgDTfaLnAwzZ54+XJApt9EbKavbzLSyp5jRqW+dQT3xjPH+fSoXChsHqeD2qNFcQrMHX7wPB5xnB/maLlxvYF/mXqfSqTujaMr79RtxGqKpXIwCcE8YAzUO1HKrvUsQMknNPc4Q5+bCN6d+BSxtlsFsD0psafvMlJj2+WjFvbnFRuCMblUY65bpSuD5W8HrjbntngUEkOwYDAORnHP51mzVNCoVDYJGCR3569ajmcx5C5Zs4BPI/OmyHPIJzjuapiYiNUJ+7wB6VL7A5e8kPmYgHzMFu2BwKoEnJP8I9O9WDJlcbyWbjA7UwlfwA60iia1iZ2BxjsKsXoVIlVTxUVryw5woHanX/ADGGx+HpVLYhvUpCYB9qj8fSrEcpbgnP41ltKN528H19KswuAMsflH60CNWEELnjdUZdkdlXOScZqKO5AXP9akGHG4nBbovfHqa0iyGTrcp5hOcgDPXr0/wqVsFACeozk+p4qgU2MGyOe1TCczLhT04H16VaZDRSuYlkX5lyp7Yzx/kVz19pqByYxtx1A6V1c5AzjkdR6DFZk8YLbVXLH9KqLaehlOMZLU5V4ZI/vj/69RMM9uvP1robm2UoyrWQtsRITJ90HjHet1LuccqVtUTMI7fSGR0UtK4JJ68ZwB+n5ViuDkls7au3Uxmfb/CnAFVnGQB1zTUmLRaIrlzn5eBSMec4qR4v7vWo2wBznPQUcxSd9hpOTTeO5pQFc4zikbCkgnp7UDsISN2c9qazntT1VWBZmCqO5o8pCMmQnHUBc4pMZGrYBA79TT40LsFUEk1estJa5G4ZVQeSeOK6fSNKt7W+V0QExDO885btTSZDmr2RP4Z0gWduLiZf3rjjPYV1NvIVYK3DLggnuKoxtkHcMN3I9avQBZ12nh1H6VNzqSsjYtcLhkPynhh6GqviGQJZSq2WLISqg449veprInBVuGHWs/W5xA7CQhQBnLZ6fh2P9BSm/dJmtDk9Ke5vblUeMQxIGy8nQMchRnHXOKuSNPdTx20Jy21d7KvGTycD86r2IlvJlg+4rNshX+HJ7j69Pqa1J4UnvV8nciBzjbxuXOcDHvXDJ3djkcd2XHMMlrERCGwdi4ds5HTj1x+FZtxNDG5Sa4jHlsdy8DLHJAJP3ecVau7mW3VYMAI4Doqk/Lx1+uMfnVO/so793ka1UiJl2Lvwc45AHQ8560766DaRSQzXLyttZpEdVdVUnGew+mK2WuXRVjUkFYyNvsFAx7Cq9jYoZnIWV1lk3ShEwyqMkBSc5wD159KuC2JvFhVvLikG5SXyHxg4b2xu545x70JPmT6CS7EdxZSnEb222KTbJJjguCMjPHpkVDfLE/lx2kXlK0QXc7EgMQQCTyehx+FSE3d9O0U7GSVZCxyTgLg5x9Og+lIhltIJmEhSVAxO0guP7oz+YpyjqGwpla30uG1iDM85AVV788f0FMeIKiSyO0WSUEKYIyOhBp37tUV4EdLhk2RHcSVOMYUY6lc/TNKLZYFVZcYtwTM2QAGI+79cKB+NS4uyuNR7ElzFILOK5ZirqMMQRgr0DfkQT9RVi1nS5ulBztdwHIPCqOoHuaq2Vx9qsbp5pGYh/N3FOCrHawxn/cNXLB0SFoIIX83dlifU5wAPptOfc1SV7Ca1KzTtPcGbywVeRm3g5Y9cDH8qoW+yFnkYh3cuXQEMsbAH8yR2+tWp/Nl+SBwGLsyttB2rgKM+3ynipPJtBGFtRGrEFnUD5JG28Bfm+UdD+NXFJt33JauW3kLfZkkLS2/zhwhBAUsCCOuGGRj3qORY5vO0tGjeQAGdT05PC+nTJx61ZSGOK1i3bXDSBgOepAO3HswU1mzbLTUZZQGZpShdF4DEDaR+Pf61Temo7dxzSW0bMs07RvknaIwwA7c554xRWTLp0dzM84MBEjFhuwSAT07dOn4UUcsS7+ZpX6TZ+1WrIjROu4KQCVBVuB3H09KkUokaokjJ5r7pMHjnoOeg+7+IqsXGWgnYkyDC4XOMHr79Kq/aEmt4omfc0ZK7+5HOP89sVm5aXRLvFmjBo6XLPPMVJJyoGACBggH05/nSxSo0BRgATgqc4xj+fUUryPPZw28jBdrhoioxvAAJBIPqe/PFQ27K8zLIwj2sSQwyR68ZGetDaeg3JaWLD3R8jamd0uMD+62Rn9KY8yoqoxJVcfKwwSM4P/66ql3S4IyrRDLFemex+nHNRzoQRIZFdivO0+/HHakn7pp7T3WasAE+lTLtIKru+Y9xzx/nvUltK7SLdFWCNGquRyN4GOfrg1BpV0hZQzKuYjuB7lVOPxP+FZ5mbyzKhY+WcMSeoPH9CfrioWlrlSnZK3QuXMgd7jBGXf5R7jGP609Hd7MgNhkYKQG6g59Prn8Kynl3BF3AjcCf8/8AAv0qwHOxX6g8cDuOKV/eZHNdtmy6qiNAyY+THUemP6VmSOzLvUtuK7WHr7/zq5O6sizLuOUBPpz/APXqhI5wyImCH++OuD2/n+dU3Y7JtJKxK6l/4SDuHODjr/8AXqRGZSY+hb1PToP61TM0jRAFxwcmpEYFyw5X3Hahyuioyurl2dNrwlJMqSx2kY6AAf8AoQqJy0fyhgwb36celVpHLTGRUZlUhQe2Op/mKcjRlWfdww3NkdDzgClzLYpVLSt3HM7AtkHpwcYFZrSASFRkkkngVeuCscmBJlVQFiSOpA6evPFUImjlnl38HYdm04AYevrSe5VSolZigNJKFDHBOKmZcSmPKlU4yDkfhVeB9kckn93gH3NAlyBnPJ4FJO7NFK78kX7c/OQOlT32Bbsx646VVtyFXPXnk+pq1PzEA3JPX/P4VqthS3OYlcpJtB5qWGfIAJGKj1FCrsRxmqcMu1ySeg4FKwmzWNyAw7+1Xba4LMNzfU+v0rCWT5snnFW4LoKwYkk9hSTEb4/fBscD9aYn7slcEk8f5/CoILlnUdvQCrDZOWXjAwPrWqYmhlxIMccnoT9f8/rVU/eLNjJNSP8AIdoz7fX/AOtVfBaTk9en0q0zNobcIuGPQDvWZch0G1VA3DAOOQK1pPuEdccfiar3EQdQ35fmapu5FjDkslaMkdfaqclu6HpkVuqgPGKiltwFHvQpMiUFLcwitNeKPyyzHaBx0zWlJaq2SBg1Umt3XgetaKSZg6covQz3iVeVbI9alSB5grSbTuHBI5IFDRyPIqbfvHGamWVWuMLwiDA+gob1shq9tSCSzJcBn59cdKtW1hEjq/zM3p0FTJEzsCMEseRWxDaqGWKNMkEBnPTPXj171WiRlecpWWxLZQNMOBsTrgenpWggCFYwMDuPQ1YtoEih2jpjrUboBOM8bqHJtG9OklvuX4dp2lsDPBPvVqPMcquvQHaeapW7cAHvwavw5IKnnA/MVFzoSNOBwWDg1U163klgWVIzIuQGwN2PwqxbAnaQc88GtC5t/OsmVoWkJGNpHX9aUlzKwppcpwUokMMbqGieaTbnlSACPx56fifQ1D9uU3tqsbEQFCzD1VSwI/TP1NX72wldZDIi2KxnbEzOpxu4GFB6/rzVaCzaJkiRlwh2b2bDOmfXt9B+ZrllHldmcjkrNJEuTcym5nkET8lg3zbQemAOmBjinG+S3co671yFVupD9iQe3PSmLpr2Vw0kkDJDubcxbcMduPpjOT39qZc2xDq8YEnmTLGu/wC7lskHI6dDzTWjskTJPS5qmOW5kWa1cAyg/IcAA8Hj14OMVE9zLJcMgiV1CMxBbHO5SuOOOM/kKk1GRY2heB2kZW2A9N+FAP8AKs2ykea6ZpCqIX2Dths9qJTUdLBflNR5Hu28+ZgsshWNyDxnpknpj1qjdozTrb2hllhRyr/Jjd82dxPpgfhmgzbleBHCuUGCWxkHOc/jj9aWYC1EFy8+3Ym4oq4YM+CoIzz8uSSfXFQk7N9wsrXLyzLG11eLEA8TlElb7sZ+6do7tgj6c1DZpM1u6Qw+Y8gJAfrjj5ue+MmpCYWtFhbe3mbnKMcjB65quWYKyRzeSuNqkKTyR9R60Sdraib6ontIbS1u1M1wJYtm2TZwCCuOM9ACfzxU7Or+fJnDM/BHsMcfQ5qvB5cUCmOYHbgHYOcY7nsOn5UxpHYpIGw33H9ARnH8q0T0Q2m1ckjCo2xFOIju2DkOOpB9utH7m6uFMUXlCZfLGHzsYcng9ue/b6VRF3hiqyAsGwSPY8f596a1xOiy7SQrSq3yJnBHO3B7YA/yKItc1kCWhoW7yRpc/vFYxu3zu3c5BP6GnxL9pSS5l2b5H2oN+CCB+fcD86zEuWdZfJwWR15x94nORzUl0wjWKYfI0YOY+qhjySD3Az/Slu/QTaTIDCIiUUsoB6elFSsJ4yFlUq+ASCwyMjNFVd9hWYtwyIitEWjDjeq7s47FfzB/SqU20yieNt3zBSAPrS3N0BaW7Iybi7KVAPAwD+eSfzqotyZIVDA7iS2QxGCOOR0Ocj0qZRvrsTJamjYzyRuYThmAG4Mv3iP5H3qVWhd5HjfcwcEEfT5v6VVlu5JEheZGE0QK8Dn8frnv7UlsxVpPRmLCs00tCHuTSI6l5DgNIcc9AMcZ/nVfaqqrx7lIGHQ9COefrmrClLlmSN2EuSGT+9gHGP8ACkgh/dyTzjhFOFxyzH29P8KvltsUnoNklwkLOrRKp2sgyASOjEfiKhj3Lcsodssp+XqG5HPX2zUce64eSOV8qsnUnJwR/wDWqVLl4MByrpkquf7xGDj04/nUqzWpSegkDoVZHjaVgMJg8gVZhLPbiJeNkjMT/wAB/wDrGqKlgGkDhWQA4B5OetWmX7MVkZwjSIGCKDwGHHGO4P5EUmr6hF23NBnxAVDFkVyrDsAeh/DiqwQvKGjcBWRmYZweDjH6/pTorlFeaORd6FTuG7HTP69KhDyB2kypVQqoQeB3I/lUSehrKpzRSJSmyFyN2FxuYkDBJPT16fpTIXURFiTtAJOfXrTXkaJUcEPhc88hl44I/SmrdxQwyQGNX81lIZSfl6Ejn2yKcbPQcaqiSq5S1KsCGKZJ/wBotSwK728rIQREwU89OBz9Pei5cPEhIw2887geBzgn6kVHb3EK/bIphhmG6N14GRjg+2KLe8kNVWpJ9iO4bK4IA2AHOO57H8M1UD+TMCR1PUnsScVNNKGhdsAbmDFQSQB6flVOQliSnLBVYD6Gpk9bluom7lmRJDF+7X5dzHOcZOMn68D+VQoxLKe3rUt1KwsreEgbVd2BA55wP/ZapI77hzyegq1boddGTcTat3HyqfoKvFt68HJH+f8ACsm2cBgM5ar8bnZt/ic4x6ZrSJoypfWquDx1Fc5PE0ErA9Ca6+4AJ46Yz+dY99ab88cnkU2iTKQkr9elTRuRMMHGOKjiRllZW4AHFTiEqyt6c1FrMEb9mi7A3Qnv3q6YX2/dAJ6ZqvpaBolZs9O39K2Ft/3ZbaFU/wARXr+J4rWKuiW7Mx5ISMAkEjsDVdoiq5HTpWzJb4baqEZ5y45P+fpVKSFhnnPqxqrWC6ZnsjFFBPfcfx4pJ/lCJ2ANWnhO7Bzk4qKWLfu445AouFii8YRmx2prru+XuO9XZohuY+uKrNHhgeuOKVxWKUkLbiMdarSQHHStYR5cA59jUn2MMA2OKaYmtTk7pZIVIxy/ypjqT3qWw0kyITMZkJIwEXGR/vE8c+xrp2sVCj5R19Kd5YRlBpptbESgm7so21lHCiokYAA6sdzfmf6Yq4iBSvHoQKk2gOVAwaMgOqjrj9KtJ9QSS2LIfZH1zwKbJliOx5/oaiLkkgf3f608PjaW6j/DFU2CRetui+4x+NXYG9ByD+lZaPkAAcdjVyAM7AkmoTLNe2cIwIIB/Kty2cvBgYB/IH9DWDbJjGT0rYs5McDP4Ctooylqc1rdpMZ5JbiGN4Rg7ULM5OR6Dgf/AFqxrZF1PzC04R4sqIjuDccfMduMg+9dhrKKH8x0bZxkrtHP1HI/H0rk/wB5b3JaPytkrBUibAJQHJPbn5upHNc1SPvao5JIluXMxhj+2y/ul4jC/KcemcbvqKltXKQNbyQmRyfmRYwG49MDgjn9fWqZ8wXikBRFkjY5LBW7Nzx19PpUiTGBzeCQOd211dgSwPDcg9ecY69Kz1UtRN3Q3UbSebTJo1kVFdgqOuflyfmGTzxt/WlkWPEC7xuixu3Y+dj8oPH1JP0p1tNHfSyLLK24KGTGSM5H+GKjkWSK5UlGGfmXdjBA7/r3pSXM7g3oie3mtnddsPmMzbCpTcSccrjrg+xo2wtI8oBbJLMrNjrjnGACcgc9P1pbINLcPLEn7xkdlZEywzwWP4Z/OoZrh2nCqSzbju7gk8YyO/U/hQ09EJprQfcXiQs7zM3k7AdyIrMTuIxzkcnH5Uz+0JfISTegQyMRujQZU4287QM+uPSsxw63k1pNEZXRhhACR+GOo71oRo6wMkm5I1GQwO5d3ORk8Z+lO12U7bDotRmS5kC/KyKFdWUocncRwPTPSmNqttHdswkAZj0A4Po2MYNOjtYYY/tOoXbDzQFZGT58844B+vJxVDWra1jsz9lEktxE4ZnDjaqEccDvwMnt0pzjLoW2krGnFapdXCzXE8hiY7nbP3eckD04qugN2oWAohdlZWYZwMYyT6DBqfTLmM2sbXUTeaqKuGBITj7x9c+lSabIq3hDRlN/R+CfvE7hj5dvPYUct4p9TO92QJaiHO1SzTMhdU5AHP5Hj9aW54laRycJ8qIq5x3J/OtGwktoLr7TdSM6qS2xOrkdFPrzyazWkju7iW7E0jruLIuGC5PcE8YH/wBYVcVHlbYKyvczZoJrmeSaS/dWdiSCST160VdkutWRyunrbJbD7isWyD3zz65op3J5mZlujM0yPGPI80+SXHKsO+O6kfyqWa4nfMcly0jKoLhm9+BUr+Y1wypIVeKESAOnLpkgsB0POc0r20VzMvkPEzHax2kgbR355HB6e9RJy10FcincrMm5W2ABSDnCkgEgZ7ZP6UQtJE22RvMxgq6jhh0OfQ+o96bczSSSukY3RKhkYj+NyevP5DP+NOVQVyAw3H5vmyMZwDgcd8etZ2T1J6EmzGZVOctg46rwTk/lU9wBc2kLuxBbD5XADNjgN9PWpbZI47eZAVYzgMrdMbQe/fJx19abKgiQu7KFC9NvHtim3aOmtxXKY+WeQ8BWReD3Py//AF6rlGgnWORAuXLBSc45/wAau3KWo0n7XLMyMoCqmwkux6YbIweDnGf8M2JzdzIDIAR22nOM4zwOefxpKNo+pdtLGpDefZ3DyW0MjBGVkZRyMDB9fzzVKGdbydvMdj5blic9Bg//AKq0rALHdM8YUTxW74KrwHAIUj1I3dfasttPurWA5h2rI255WYED0Udz3PTvRKLSsT1LzWkl08kizx26v03vgkHHAH6Zot5JERo5EVkcb8jqTtAAPsAP51HZgSsr4BQop+U4ZhjON3bPTgio1uZA0iBhK+4bUTsMcH36kfT61OiHoTzP5iKhUKQhxtxgjjH68VUcI2AjAENuA9eOlOeQqsatEys3PHUDd0FOljRAJvMKvvw67cbRg9/8KmzTuTclWCVrNbhAyxlirSMcYOOn14FVYsqGV3Ejc/OTgHj8qu2tyI7WVBjYr+ZzyP1+lVblkW6lCOWBUMwXtkc/rRZaMrmsEqOV3uhUEHHoR7evSoWGx1U8FFH9asQSxvZXMUn8BEkJOPkYnBX6FeT7qKqSShyGwqiJApI78nn9aUkkVzD5ZhJCjEbgnOPof8DVa5K291IoJKg/K3qvapDtRmAHyk4HOcZz/n8aqzI72iydXiO0j/Z7U4t21O2hO2nQu2s/zdcseMela0LgNvz24+tc3bOVYknAA5JrSiu97hRx3GOxHStInWzaUh1JOMYzUM6hwSR05H0pqTAx7QfTkVIHBRvrtFaIi5j3EG2TfjjjNTKm8bQMHHWln+ZjnkZx7VYhQMDxyTxUSRUWaOmeXEgLMWbPA61rqZXUSEMi9Ax4J+n/AOus7T4jGuQdufTrWisZYlmbGeMsck1rAie4xoN2TI+F77m/oP61XnAGNucDpgVbdAqhieMcc/1/wquygjJbg9l4/WraJTKjhFXcSM1ERhc7QCRwPSrLoE+YLz2JOf51A6q+d79Oy/41FirlZl+Ucg47+tRmMHOD8uKsSj5MDABOKgZiBhRk5FKwxnlA8fhU8B28N0qIM3QZOKUykc4+tNCbLjIChB4IqldKA6YxjOD9DUiXLd2BHoap3cokO6NgSvUZzitVsQ2PLNhCfvfdP1GB/WmPIqyMTzgVGLkSIwU4b7wz16VnzXALlF7Dr6mi4jQE6vkg85oDvO5RGxjh3Hb2HvWYkzSOY4mw2OWx0rTtVWNVRc4Hr3PrUXuxXvojUtkGAoOAO5rSjQJghgw9azImwM9cVJb3Ej3LKv8Aq1G3gZ3N7VV1EbZtxPg/4VoW05Ujpz+NYsT+pA/GtC3kI6MMemK1TBoua1NGlkZHgD7R13FSB6/SuHd4pLl2kvZFOG2xHLMQV6k/j3rtLyXFp/rfL38AkHBPoSCK4PWJmS/t7V3wN4ZkKkk5bPDdv1zWVaV9Dnqx7E1jKt1E83KsodVLnHmYA5BxjPIzUL3UsCsZD5i7Bt3KG5OOBn0qC5n8mK1jEZKwqVwoG0g8sPqSx/Srwso73FtLOIg6MwYKAewXoME5GMY7da53rGxjqtCe2XNtFctMjOM52sG468n19qjvZZBeW6bDJ9qQRMAcFSB1/I/pWXYWc9qv2dpg4kYqrq27acE446fMTwa3cwSQeZ5WXiJAdDk5I6c+ox+dTHmTvcnZlfVbmKK2a3tNy4cZYN989sn26j3FVbN7qbzW85EdlAUugxkj7wxzuwdvHvVp9MvIIt8jRiPZgosp3N7txg8duaZdEvYN5F2saRqFKoGxu9eATj3x1q2m2rF3SV76gk6Wis80jSFEwUCnLDPTOeBz096rieTULiNk8xLbOCoIUAewqO1s9VNt8gWV94KOzFW688uAefT8qu2xEFzOj/IFQBHxkMe5wPWlqk09xRu3qPubewS0aZLZFZeSxZizcnBOTzUSOlvAC8amWR/MRlXDYxjk+g5496dduptFKL5mCpKA/fGcjFAglDJII1MjghowpPTkkAc47dOtaWs1cJPmd0Q6Ze3L381vIPl3tkkcEAZyfbmrlxcyNqiqzNkZ27/lJwM4GMcYGMUx7434EkUJgVnw8kafKOQcD0/Xk1Pc21st008chCj5bYbiTjGWdj7ZP4mhu8QtbYiSZSPndQyZZUC/fAOe/wDu9qTz1uoo0X523HABxx65xxVJk+2J5gchIG+XdydoJ4/In86t20J063kldizZKocZ9i1ZqLtdbC1sXRrosQLaNyFj4HP40VkxyB0DEHJJz8vvRTuxcqGSX8026+KbZpcBd6AbUXIAx9MDHTApgO6EvaxFZJVK7cEkYB3DP0C49qsSWGVWYuhBQEKpICAdR9ec/Q0yxgW5EimQxI37v5gRkjBBz9P61bd3Yi4WiIj+ZhN74VGfBUcgkkVFOkkcIeOZZNzEq8Tg59fu9O/0qNxLb7VDxllK7QrhvmHoR+FD2yPC14rxCORQWiZsOGzjgfxDPeoWisx6k9o4dEVjliF/AdKZqEj3M6ROzRrnYnHykn19PrVlUlE8jXC7WCA9eBgHPf0x+dZ17uOpoiMASVkTaMnP+QKaihdSS/R4bdbW3DiWGRhvfAHB2k+2Mkf4Ulggt1a4l4G3aiD5jIQ2RgenA5oZLiOBZZ4yGdAHGMAscnJ9TyB+FTW1tI7G4QFFRkVmcjDLuDfL75GPxPNSviS6Bcs2Vx5mtJ58f2KGVfLREHOGGep6/X3qHUXjhlvVjL7LWIkJId67i21SPwOfqKnvZLVUS5mikkuo+UVGCqxJ+XoOAMfofwfq8aCK6mkI8qWWNwuQu5VXO0n3Zx17A1dtbjW5Rsp47XTlu7qTaHjVWDKcAHBzj14NFlLaqzOGVxs3RnZy/br1HrUdzA9zp0Fz5oDRK0rqqYDHaSox+Q+maLtUS4xEAkcR2BV44XgAD8Kym7JNA11JdSuIGaBYsoAUwjH5mXBw38vzpuoxukMTo4ZZhvBHryMH6H+dUXWaO8WeMGNVRdjKNpXOQw/LFaluVurLyZHAEX73LHgqB8w/QUpNSdibFWzd/MlhYEZQYH1GarY3TqZGKqiZYn+IHuPpmi1aWKTzHAYs+GKH7oFEriO7EIX5WVldvX0H5AUlGyXkPqTskTI4hkDqELbwThu4Iz+H51AH89WXZyBtwB1xxU0URjs5kjjwrRqoZyBtHBH54NTQSWqKY0RZZnXczMpPQdBngc96FG4yAxPEI1JRzKvIySV5ABJ6Dn19qlt7KPh5n2LK4XPUMpzn+Rpro8yr5abljJZ1ZgSMcg+4Bq1bQM+nrO0m0hy2zGfYjIP+c1UYplqVtjKuESGyiRIw5dizS7MewXP4GoYpPJcnuoyPr2/nWymlC4kXfKzMo3KMZH1P8qxJEkjmZnU7S5+Ycg88UknbU7aVZSVm9TRjuCqL1JIyc1at7n5Gcn+I/wAqy0V3gZ1YbshQvfnPP+fWrk0ZtgIck7RlsjvgGrVza6vYmkTcjD1/wrQsIS6sSDncR096pISWP+8APyrbsIDb2+5xhnJO3pgU2OJftLfbz3A+Zuwq2GhToo3dtwyfqB6fnWekxHBLdeFXtVhHkRCQPLyeSOCfp7+/8q1hYmSuLONjne+W67ep+tVXZznCYz+Zqc7QCF4buA2MfXFRGLJ5TOeecAflVNEorN3xj3qJo1YfeyfTIz/OrTAMMYBx6A1WfC5+UnvyMVNikVmQk8g/L2NNCHOe5qd23emD6U1fuge1KwXImTt+tROABVhyBVO4lVVJOcVSRLYeYFz0xVS4w7Z3Hiq099gFkG4DtnrVO41NRHuU9RkYrVbGTZYcmIlvmFUbm4WQ7oyd5OMis57i4uZvvsfbOAKtLJFldrEunDNjr/8AXrOW9kS5PY0bNEjjXaRuPJNaMTEHOOlZC3KwozyLhVOCc80hnlndZGDxwA/KmcF/qfSm7RQ1JRRvSXqKqpGwd2bbhTnHrU8G6FVGWJA+VE/r/jWbaqyggkecwG49o19PrWghVVIj7dWPVj61KXNqxxfM7lyGWcPvcKF/uA5/WtC3nK8kt16g8Vhs5VsMwx6nmrVtNhgeB6471L0Z0RWh1MD/AGm1dHVXUjoQOa5i8xab0iyNxACAglfpjn0NbVherG3zDKnt2NQ6r4bh1HN3pxWK5A4TJVW/wofvRsZ1abkro5O5gjMiyRbYpJHyzseNpCgZH1JHFW4fs8MsaPcEovKuTgnHTnOfepIElEUltNEGmPV92c44Kg+hPf2qrJZzzSSn7Mu2IgKjqNpHp9P5Vi2k0jjlFtJGmGjdysAQBs5I5Lnr0/Kor13s9LlNvCsrQBWkVd2VxkE4xyOQOPTmpdL0+3t0Etokg3LhFc7mXjpkdfX8qq6lPfRH7RGhjaOVFTkEMCcNkc8HOMHFdMopq+xEbKVmQWWp3V5bxCHynZAVlDId27GcKM0w38kN1DB5ZhZ+NskRQY75z82PwpmnXqperZNtgR2YJkfLGzHnAOf5VLdTz2m20unaZrm9ZQqAJhFyMqAMZLYPTmsrtq6NbQa7GnDElu8wiuI5JpRlSW249st16n0rPhlWVfs1wrJIpPls3tg4PrnIwae9rLEFtblykiswBU8MgPBP4GlaaK4Vkun8tQwWNw2MDPAP1pSim077hyuCuy5YwQ2tnDPI/wAqTAHLD5c9Bjr/AJFN165SB1HIeUYUg4C8HJ9zzVSXUBbQSKVZGRtq7gCTk8H9TzVm/nivNOtpm5Mb5C46tggfhU8zukZ3W6Kli8kFj9mvJjGpJlfy88DGFAzxnHr0qZblLsC1BWJpV/dgcYHGASeu4YP1A96j/wBDeDfPIscquDhWIZznO7mqYj33JmDqS3zIobnn68irkrpWKUHY2CA1y1s0KxtFhW4xxyD/AJ9qp6jds+pJax/KoT5TnaOvPNSC4MNub2WMiZlVX56DOM/jTPtAdw8qKXicqoI+99T6e1CZCdnc24rTT2jBYTo3dVHAPfFFYdw5W4dfN6HsaKr5Cu+wTB/LaNyqCXAUc5HOMkevt7VGryPGo8ljKmd7FsKhH6DnJzVuRhcs1yEYPCpZhjOzJ44/P6ZquhNyrwrJtD4Lu3KoB35+vXvWctXfuZlCztOWedxKATuCZyT6biB+lV74ST3DOXLtgHcOOMcAD0HTA9K1hc2dtKY7a3aQqCWeZmBJJ64GP84qBLV3voZGVY1lQMMEZVfUDtx0zSktLDQWMBSzmSSNVaaFi2BjouMn3OfxqFnmjtoSf3gRCrhMYYjgds9D61aS5F5c3UkeREqOqblxtUDA/POahktpUtZEeRSGKtlOeOe3XtT5mlsPzEGpo37preQwsMbc8K2ccnqfb1z1rRt4GeVRA8aoSSUA5TjqATyfxrGdkhSPJB2ncEIGAMd/U9Kl0e9LwNcyRmRt5DN22HJHI9xipikl5E9Qu7hpp/KijlRwCuyQANuzt7dPxJ61b1J1l0q3Ei5IYRuwPQjkcd+A1Mlj+0v5joYpnXKyE4wRkKCCc456intGZPNtJGCmWIug6ksrHhfU47U7/eCuSWMkCwiSUsnmRqFUfwjPJPb7pPHvVW3sA91FFNL/AKpmaXBxyAQQTj1xzWnb2kFzaR2zAoXkVS+MkLsbjHHc881FNpstveSq90T5gO+VVJ564HTnAFCjzRWnUbKFyhWNl3AEYVwrFhIRnke3oKfaSwIjiVmZWAQEED7x78dOe1RX93ZwSeVukLOgKjGNp7Env0J/GmW6w3EEaMxVJWB3Y3cDHOPris27OzWw92Etq8Nn5pdWRchtoIIcHvkdcCq9yUW6gncFlKkMoOMHpk8dOR054q8Wa21GaOQ7451BcA8ZAwSB161T1KNliWJNrrvSQN/eXnB9uRkj2rRJEvQdPOREqu5CuQpx2AU9KuRxW+FMDJvlXbt5Dduue1UEl3SxKNrZXdyu705qxDJHbtLfygBYR5cZ7l++Pzx9alK4XJL+OSzddoXnBDL90AgjOffH61Fp9zeSxrmcsrs3m7v4sHBP6U6wuH1qYQMBADhZQrg7kGWJPvx/+qrUl1DcusltAsUcqcInQd6UlbYrYrpcNbTtG58sOrFGB4wSP1B6/WmokdxAyLdRR4JVl43ZB5ADYz6VHdT+ZJIkkBkERVFCgncG6k47ZxVW6s2vhFKjqkiNtZFA+8OmMe2Op7VcdY2ZUVfVlqGbyYgkbK4IYI2zaMY9On6mpRtn5VyzKuWyDn8utUTYvFPEJJtqlWUbUYDOCc4/Gr97HJAVQyJIozgDBOPr/SizTsbwqct2WtPV3nCqTxk9PoK2of8AUMeuCcc+9VdBtkSy+0SupaQDaA3IGM4qWGQG3XnOF7d//rUztjJSs0WUk2OBkKT1PUn6elTNMGQY3BR09TWYbpkkKoDubqR1xUwLbRndnqEH8/8A69XFjaLJu1TAXC9sKM49hQJHfDMzBR6nn8h/jVcJly8jbV77Bk/SpTswCsQCgcZOSaaYrDJJUIwOfx/xqu8pOOFHv0NPkYtnIZffJqoQSTk5xSch8pJ5gJ46GjIINMUetNdgqcVUdSZaEdxOEGc1gajfknYsmATjipdWvljBXzMHvj/PFYTpL5iSSZRD1Zz6+h71qlbcwlK2xYkmRCoUjBGQOmKq4ZiyEcZyv0NOaaKS6aNl24Y454wP602eXbjy1+lZuTTuYSlbYA8cXDEhc/MQeT9KdFMXYs4WNc8fLk/hVdE82QM3boM8VM0PysZXVVB4CnqKz5rddSLk32v522yKFBwExuL+5PQU5HkmZRvMeW6gZJqCF4mMgj3ArGzLkgZAH0pySs6JdnIYja69gemfof50RQ4q5s2zCIFYi2GPzuzZLmtON9sPH0FYUcihc+YvPTAPTpxxWosqsigHIHBPvXTZLRG0dGWml5BIzxx70+GfDfKxyOoJwR+vNZjz/NnPQ4FSG5V3DKpB7c9frWUkdEZHQRT8AsAPc1bGoyBBbxSFZJfl3DjavdvyrCgugi5JOKmt5C0u9/8AWOehP3V9Kwk7bGvMrWOw+zWd/BHGiKkkShUYDsO2a57WYpreyvIstFLKEVWzgjkAkH6Zq3Y3LKwySB6g1q3luNU05o8gSAZVuCf1yKLJ2uRVo31RzNmzm1CSOSHPyZJDBScnJH1NZsNtHZLepb3DPatgoC+7y8EbsZ/P/wCvU1889uk2wmJoxtUbfwrO0Tzre7ZnZzF5G123kDzA4GfqRg/jRGUpSbe3Y4WrpmkulW18y6jO80Ek8aEgJ8wdepKnpkAelWktm1DxNHc5Ty7ZeArg5JOeg6cjv6VBFfSG6Yp+8RsoVdc7u/PvW9GLaGykvThFCZIVAu4nt/hQpNuxpTXNNHPajc/Y5rid5FZmO0EjOOpPFc9c30lwsR4CCPz3B9f4f8+9XNUvV1G7W2VE2sh3ncA2c9Ce2eBTlsUm0+SBXje8lTMyqR+6VRgD1GSSc+mKq12aYh2kipDLKmkpHPIZGCKwLddv3hn8MfnW1a3Vr9nSOfcVL7nAHbHbn3rM1OwksryN2lh2sCTGzgMFCgAAd+mOKu6RbRXCO9zEsqsNoQk8D8DUNnI9GV7TTZb/AFF3jkxCQdjytgvnqfoB396lhs47u/Z1nAEYUMhUHBwCe4z+AI5/Ctm1soA8pZ5EWX5BtUZVR2HtUeoJa2UUs6oGhJC4DdTjgdAcADnr9auMottLcrm6mbNqMbTPLv8A3SjaysCqhRnP9PyqZ42dkkAaSKWPIfACg+m5jx296z5Lu5nuH8tFECwqVeIgcgDkE9Oc9arNe3cKrHcMbuGfDRyF9+GBIOD/AEq1HqOMXc2FnmhHliVGC8Zxu/WiufkljaRyZnUhiMBW7HHailZleyXc3be6ltQl0hAkUDIcdQcZU+1WLmGG4VFtzJBHM4aREwDHjqByOO4NVwiPG2W2HHKtkbvp+lJYXKHUbeC4DuqMdwDkKx5K8fln1xUwfRnJHcvRwWURmhkmWNZAqo0jF2C9S2cnnpxVGW2uYtMubuFUcruiAByWyOoHp9fWn+THKGSRWJ3dR0Gau6a8jXy21ujSi4DOgjBJ4Ax29jVaPcbdzMsIXi01nmDBnGHVRkDPbPritBVglnhbC+SpG9DnDL0OP1pmoedcxyRxQbWilZfJVgzfwHceeOp69Biq1k6+VmRgMdM8cZxxn1rOopJaD8x+u6fbJqDC3kYWrKrKVB545Azz1/nRbLa20KxIWiDoe2R8uST9as2V1HfW7RtbrNIGZUGckA5Axz0P9KY8TJOtq9uTMrFdhOCD0PUe3/16qNrXFqOilig3Jbr9olfayuAHCoOWOD+HX8ajfV7e5dnggFvCGYoquc8E/MM/0AHsKiu0urBYZ4Ee1SLDRFVyhzkL83059ee1WJdEL3UUpYS87ZCzZaQkgk/j0+lS4ynoJWElnkj02Z1ysiYZdwwc7WrDW9upriL7TcMyhCcbiVznB46Vt6giNJeRxgkKu3AOSSAaxbaxa605WQgybi2GOMjvyfoBim1yRt2BM00eQ3UKBVPmYUljnAUA8fhn8qinIXa/yhj8w7Ec/wCfyrStjDDbL5yg3RjZg390Feee/WsO5zLraQdD5Sqp9zRKKcU+45bmrdRQvG0oCvMoXB3AMAeSMZz6fnWPE8kTrZXiNGkibUDj5o26c+gPAI/HtWtdSfv5Qi5XzG24wNqhiB9elUJSI54/MZik6qVUJvUvnBx0wcDOetJWsFkSWNu0k8aMoVzGVbjGDg/1qK8jSdobeJwYojzu6EjJJ9+f51p2zmGeJFQF2dFJbkhdwz+QrNskeaWQzJsCsQg9h3oclGIkiG2tZdOsSWAa4kLnvggDv+vHvU1q5EcRRgwk+cYTAUkZZfw5/CtSR43uU8xAwKFQCAAGwQG/X9KyVPl6ypiXy4JFXKdBnpke2M1m5RktGX01LjRwtFIuSrXHEjM+0EAjjPYHjP0qxb2llbIoiTcC2HjLhgc8AZOev9TWTcSOtvK5ywJ2qD0z8vH6mrmklVuprpiiN1CoMIpUZAAH8XA59zWsHpYpJW1ZWnWJZZJraMkzZXdnIBxghfTt09QPrHp8EQuFjmd2Zm3MjuSpxnjjoPbNT2z5uBIiCN43ICocbecnn8Ov0otrZ4b+VhGrYUSNISQRkEEfmD+fSp8x3SNOzLRyZkXbboWKqvJAHB6n0NaCKgiG0np8oPH4ms6zy8MxcZMaMPxwT/hWxFGdq8AkjOSelNPRHXh1o2U1j8pmctvY8jjr7mnKxX7ztk9Qp5NWGj5OBnHfpUbRqvXn+lO9jrSuNDs4ycBBwqj+Z9qVblBksWwf4j3+lQuGBwPu9fWoi+T/AKvGOpbkmp5mXykjzB33BQMdPm5z9Kd5TMDtB6d+agRlZuCwJ9D3rRixgHcW6dRzVRkm9RSi7FQxOq8jFUr+ZII2Z2AAHc1tTqrIQCW49ea5HXVjEbiORwxJAXjn/GuuKVrnFNtbnP315HcTtsRiq8E9MfgMf1ohv5vIW23nYrbgrHIx0xg1AoRGYq4XIALnnB74Hf0qzbC3LMfLLJ0yfvEn+XTpWUpGDlqQ7A87PGCA7cEjnBNIfvspG0qM/Mcn9KsJC5kZwQpzwo5wPc0u6zjR43hWeQ88uVUH3xyfzrFyTMyqbhXbZGT152jpT2S03+VLcTBh1O0NzTGMJw0MbJyQVByPwzzj86aI33MzwKm4nOcgirjFLUTiWrewiSR5YrpZWZGUBlxjIIPH50yysZBdEyTqUUEM3JBHp7UwQmGOQ+WyANtyemSM/wAqfZERXW5ww3Lypyo+ozxVN3W2gaotXN01onlKFCggjcAWP41b0y6M0ByjFdm7f2yCf/rVUmaORRIEWY54D4yCR6/n69BVuB4ktQZmWPdgYLDCjv0+lUpXKjIsGPzI1KAsQMk9s1G52QhDGFOQQ/P4ir1tPHc5CMDgZ9OO1Nk33KbORBEzHf2Y8Zx9MU2tLm8ZFOKRjIAD0Oea1LW6XecNg561iFJHDMgIU8BvapbRnVgSc46kGuZxd7mtK7ldnW2824A7gfoK27C4YYyOMdq4yK6MbgYYe4HNbVlqIGA+3Prj/wCtRszsTuX9eg+z7rqONWEicDaPv9u1c5DCkFnLcMitMxy+/jdgfLj8B2HautWe3vrVrecgq4x9Peuc1LSnilWO4lVYmbCOCTuzxx7nNXo1Y4a1OzutiLT5nuZApijj+6/yrjB//UaXUbiSef7NDOFhchAjHCrjjNSJKllaXEiRbcHajNncxxj8sVkWtzaPNtuLkxuVOw7SenU5wQOPWskuVFUk4wc2XxY2lvLJcuIb1k2qu4EIuOeBnOenpx9amtEUXLXkUaw5TaSjHBOfQ57VRRYrpYY7LUYpI4lO5CQXYnqx5z+npVuO5htljtC6yTTMSmzkBQMk5/IfhSd9kcknKWrM/WbkPqeFtIZpmRQCVbPP0OB36CtDTVVLQHYsfPITOOB7k1ctgqyyt5aMxI5YDOMe/wCNMuVSJXSFCCOdg9/SojO/u2M3qi3BZCa03yzRDzWOAXAIA6D15NY/iFIEjWyeaRWkdmULH07cc49cAetXEmmez3BVBYfeAweOgFTSO0jRLdRb5CgDJn7x4H542n863XLE0iktWY+mWs6ae3kxllLhsN1wnQLn1OD+Ypkl7aabHFLqQV9xBt7FudhBzvbuD1+vetea7EKMfLUCL7iKR8x7DNEgtXmV7mNmGdpXeSOeCCOQR+FW58tr7Giauc7cWy3E7zLpTEOdw2Sso59ATxRXZ/as8rKir2GelFL2jHzPsc2wTzSHb5d2A/XHvTD5cMyyI7cxsWUc5YHoPr8v606EPc7QyHDKNx7Lgck5p/yRSDyohPKhXylDYBbpyalaI4CW1kkZpESNXWVCrh2KhV7t9RT5tTtLEPBaOBCBiR0ba0vA43fwqCcYFV7mWOSKe1iKkEnzGXozeg9hWZ9qge3tobq2O9dyoUbAbGcbu568Yx0FO9rjuaF3csIluURNzuA0aPlM4PcdeMflVG5zc2TSKpCowLJjoB0/DPP4VonT5PsVtC7JElwjPFJyy7h9O4GePWsy2llSJpYArKsixKrHIcHjBHcUNtrXcZb02OSCWGRI22yoNz/Tp+pNOv7a6l1ETrtComW5wduCSR78VZt54ktpE8kElt0eWP7sDt79zTrm5P2Ryg+ZlC7wBlcj6eh7etCTUQdhLm7ktbNHnlYRxkBQjhgvT+HPPynB471Pp4c3ZvL6drjyk8xXx1ByeAOnAA+lYEy+aqq0ikSNzjqoPH9K0LW7aPUY7aIBoUGHVlyM9cD8hx71pG+4MkthcywvKyeXcT73VQB8g5wTz16nrVe/v530+0MjMLqVAJmY5Jz0zn3GKle4VZWlXeU2sAMjOPT9aq3jIWjlkGVVN3XgkHgVm7yWoyaWdWeBU4JTY5A6nqfw7U55rYalFI8Q85XUK+w/Pg9A2RVW23O1uXUqxYkgiks5Uk1dQ0J81CXLHPHBIGPw9qL3dhGpLLbwlky3z7irlQeGP6cmmC5jWOOKAIzBQW4AJYDjj6nr6ZqNLRrpyiuoaJc/M+C3IIUD8TWXbwS2bzy3UbJJvJCnrtHQfjkfp6VOqbsL1NjZKlxE7JIh37Q7oRzkHv160r3KttEca7lQqTtBY/NknOOO34Csy2EjyQqk4jInBcjoT6fnUcV46uYZ12edD5m9AQdrZ/w7VnKKkykXBLJJeRRo7BQByRjnp+vpUEecWysq7kcBMdlJzj6ZptszQPCBmVWmVVIOflJHzZPXtUUMfly+XGzPguUVm6EDpk9OazScVZD1Jopok3ecBIiEsUIJGcZHp6CrWppBFabobZjblQzpE2zg4J5wcdaz4nWPZBIoWbG50POMDGM/X+VakEiXCMuxVR2yVA+UEdQP+AnH4V1U3bQNiOyuFctI8LSGUBTG7/NggYJOPp+VTxTEIoOCpVSee+BmmOkSXKyKMOVHGcHgcgfl+lV7eSRLSZG+ZfOLADtkKp/kKio2nZbhe5f0uTe01qQFaQlVc/xfNzn8K6SZYrWzZ5AGWMFmY9WOP/1AVxlhc+TM4DMkkThoixyCc9PxxiuhubpL5YVTLq/7yUHj5V7fnx+FRTelmdtCSUbdS5GW+zpI65bbubvgnk49SP6U1gjKNpwp6GpWkXaGAB9ABxVK4mSJ8MyornPP64H61bOxNRV2LIgRQpPXpmqzxhuOMHpnrViRkD4Ug4HHPX3/AFqNn3HawLLj14FSzaL00K+3bwc5HHtSxSyA4TJOcAU15GSURbsqQW5H61DdlggG5cEjGOeKkl1LJ+RZF6zAo67l9DWNfafBqTuyymEq2FPXPrVyWQRxM6gBsYAHc9qgVCigHkDrnqTVKUlsyJcs2kzBn8N3YywkWRB3U8mopEeziEYtJUUHJLJ1PrXRiTZk4PHqeKjN7IoIyAOw20+Zvcxlh4vY5ZppCrZJRQcYxVPzsgpGDweOM5rsZ5I54xG8UMgJBOY1/nio0s7Q7iLOIZ64AFVGSXQz+qvuc9s3WqQhdzvJ26dgOfqa0L9JrSX7LPIA4jXDqQeSAev41q/2ZaMyMIyhj+6FOKiu/DoubzzxODnG5CuDjHA3f/WrSM11Jlh5LYxZFaLTFV2YSvJvOD0UAjP0JP6U23QvatcRMS5+VlPUj1q5dabqNuxeWBnVvl/dgsAuOnHas/d5bh9jKd3GG4/lVt3WhlKLWjLlpFJcWkrAeUwXdsOAWHYkfXHNSl1FzD5kY+eNRsA6HpVdtoWTy5FVptpd0yGAU54yB3xz7VNcOJnDkkSxx7UOeCTnrUN3kkZtpDorpllk2SbWfPKj+AenpV0yO4jskwi4y23OAvcVgvttrpkaQqY8KWU5zWhFfowZowUmkUZ44Jz+maq6W4XsbyBHR440Xy4xtDY71RjjIuSjL8p5Han6eXRvLjZgrD5ixJyauSQESqTnJNDWh1Q0Ft7QzPkqNq8ZHWtBISnHJPXr/nFFtIWwAo2KcEf1qWcpkbevYelQ0dUR8MzRnoPXnjP41rRyRXKRrcQpIqtuAcBtpHQg9jWOqs2CSAR1OOtZ1xq9xBcbbSVMxA87Qec/0ojG7HJq2oa3dW1lKlshIhhO3DHOWPJz+HFZT3unohjKwuAPvA4zmpEs01rVoba5LBpXyzIf89arvodqJ5bQJmSJx5sxY7UXnP6AfiaqLSvpcxrPlSVtAXVLG3JaKGEMy53bcn86iOt263KzRqpkHQnJwPatCw0rTZ4Gc2qGNpAsZbOSo5JPPf8ApWg2i6ZDseO1UHGWUYOR25IOKTqxvbl1MPdsxtlNJf6cLuRljXJyxOBjt/I/lT7dUaZs/IrIFVv9o9/zqCW5NugRoljAjKxp2jBz/P2qt9vRYFYII9/y7kJ+cDucn69Kxas7pGcopWa6lqYmO7bBUeUSFPQnPP8AKm21z5c4Zg5VOQpbJ6c896jvZI5wu2RjNxuGOGXpn86juWexSGIH5j989gfQUm2wUklqjWvJSI1kEaquC2ABVFLk+WQWJyxOTUcs072YuvmCyOVyD8ooCFIllncYOdm48ufWldyWhMk7Kzvcvxaj5MSxlhkD0oqkkAZAWJyevNFRyMnmZPA22yuoNm2Y5Xc2Qy8cj8fpVWOJorOEE/PKhUh2zjnjn8qljmVyrh2y6/xHvVe7EnyRRsr7gWDbfuHHT35C/rWrl71uhkrNDLZDFK8iElCwzj+E46VSubeRnSNjhomXJIxk8ZP481rTJLEixElwMMOeGBxz+tPi8uSRBIFk3DpnJB7ZpJt7k2dxulX80CS2DOpgkBZVfqrjBG33xurRt4rC0sVQxhRLli24nYc4Jx17frWXJCkGoqqoAAPlyO+MZpzSr5LBWZlVcZY8k9/1zTcmpWBMck8UF3iGFmyQq5O7aDjOfX1p5BinkBYGK6k3ADGFIUKB+n61UtpFtL+Ge5Rgoddw7lcY/r+lE8sgnlgj+bdh1x6D+IfiMfjWsVvqGovl+bZzRu4WeAYTP8a+n1B5/E+lT6JbP5KyS/KgfdJKOfnYHA9+FH508z2n2fdIpWSUZRh646H/AD3pltIyaR9nTcZElcMoHOeAv860i9LjfcgQpDIFWUOsRI3Y6j1x/Sq9xcmd13onm7A5ToATz054zUixKnU5Y4yAeg//AF/ypJkt47eSe4TDOVVWDYwFU8e2SR+VRLRtMF5kySCRozjBjXBYnqcZz7dahtkZnubpZMLEj7Cx+8dvX3plqS0TbVDErgLng/KBU0lwiiYOMRRRuXYfxcfNx+NZxd20hdSEO4upUk7IjIQeQf8A9dWF1bzbNTqm6eIAHfgb054we/TofSq8W1vJfC7pE3M2OSTyP0x+dNuYt0w3EbA4CL03MQDx7AY/OpTsK3Qsw2n2dY7hSZLdN7K+PvYVuGHY+1UJ0luIradHUStaRLgLjau7rn1+UitOxZ7eO7WaGV4cMrptJ3gY5Xj071X1OWC0s7UxlvJ8vaGbO7hjwevIzV8tostNoLZUa4DSSARIQ2Qv3SOw+tbEdnpsjlQEd3XJ+f5sE88Z9q56O2eOyECOeVMjOQfvH7ufTH+NbVvEtuq3Tyr+8ZlCoARwfXsDzUQ3s9hPUZc6XbWE3mFw5LjapOSnIyCfxq3bmAaMm4Q71XarEgENzj3z/jWJdXJmuppBnbnavPpxnFVZru7tmSSLc+FITDlQmevQg0k7Tsg8jVlsoXZZBqK72Ta37s7Uz1wc8+naq07IIXWOQbip2gHG7nrT7W5urlFnkmDKz8blGVXHK/nUNwJHVmjUsQecDP8AnmplrLQNmJG8awk3IBAPzeuM849+c/hVy2vzYTSAgyblwuB9/nt/nrVe2hRrdYpGyxO/djpkdD7U6WBX04WrsGmgchHiOSoJ6MPpTUH0NIyS23Oht7h54I9iMGKDKgZIGKoSSibUlQSAeWpCkjdk9T+lUNO1yKOMRRlzNFgq2MZxU154kkkZSyKFOFDjkZ9/T9a1VrWb1N5V24pWLCzKpYlgDGNysDkbe4z/AJ/SrnmpsV0OcjgelYBufOAkjLJKN27a+Mn2HuK07CUujOBwQuBnvjB/UGstnZm1Ktd2XUVpAbtmPZAvPY5qtb5WCKN+MO3UehqaWTZ57jBYHIU9/T9anuo4nhaa2yZEUM6ehI+Yj2JBNCj1HKVld9zNuWUzhVD4Tk/XtTmLlVIZSu05Jzleeh/SnQROowSWZvmamuNhGAQf5GiPdmybSv3IpFduQw9euPxqIbmB3AAdCecirRTfhivUZ+vvTWjUMOo3f3qDa5EibzhT34z3q9DAMZwucc/41WVVBIUnOeKv2w65+8vpTSKuCxh/4MN7dKegKEFjz7HNSKjbs4Ax6DpTinykjnj86oVySJgM4Iz1z0zTbrS7bUIGwqxz7SEfHBJHGR0PWkR1Vskgjp+FXUUNgp+FNOxMoqSszze/s59MnaO5Vo37s46+w9R70eeLi4icQsFIxgA4bAxmvTGiguY/IvYIpkzja6g4+np+FZOo+CYXRrrSHKsF5hY5wB2Un+VaRdzhqYdrVHL3KRW9ulzJat5YJVm8vLFscdvrWJFeMLvzEQFX4MY43D29TWilzq2n3EtukaoudskboCjDtuBoN3pj3BjeJIn3AbQC8RPqpI3IfzHtiqsjmUe5Zs7yS2dH8qWWEn77A/IM9+P51tz3SPtZQWypOR0FYH9oX9gzLcsZvMyFVlXYF9eBzSWF0824MVx0UA0XNacnex1Om/PbDBye9WVDM+1Cc89P6VV0hCsA9e4xWiY/LAdRz+oqOh3RY2bKWb7nPzJjIPQ1yUihLhpU3KrkcHqa6q4cyAxsVx34Gf8A9VZkltHPKq9SWHPoO5qoySQOLeo/RtKvVuLW/WFiuQWI5ON3pW3rOkpaobqKBZGdla4QdJMDAY544zmrNnOsLKkf3VAGOnFXpJFljZDkBh0NJKwprmWpyVsYpZNsaNmME5JAXJORx+BqO4nQAiFw2Sd7qNw+mRVDV1udOvpIY2UrKdy5B4AzgDHfk1mNdybFCyMGbOAc7R7+1THS91qcfK76l+S5EkbF49swUKmR91ecn2qBHiVXaRVKogVQ5IGae8ctvarNdIA0g3Y6fQfWqq232wJFMSql8kA8+w/nU7vUmTd7dixFNsvI5cgZiyNpyOo6Us9084Z3OVQEgdzSX8EcCI3K4XCDGBgd6ljiheyhuYSZGfC+XjB3A8Zz296lx0MrO5LYxteaVCj/ACqHLkOcDH41C0zNOPOK4izgKwIJ7D6AU7VXuYreKOR8OTggemOAKbbxRXURjZthU53gZ5qbqMS0/dtctI8UiB2Y5PvRSx6WEjCtKGYdSAeaKiz7mZAAsbwlS25CQyY5A4wfcGriOiNtWMEsSpJIOc9CPSoLnalwl6HVlkbyyhHI+UdvzA+lKBIXgkHV0zn1AGc1pJNSRnsSWzvKkyLJIMD5N5Gc98/gKzluJNwlL7n3MCCM5OasymG12SNKGVHVm2tghuu3Pb39qkme3uCXkZYSEZ0dVHztx8tUr7MNyOOR5ZYiVwyHDcEc/j9aAod2hByOmelJbFHnUMzAYLKc8kjjn69avwW0G/L745Au/cTlW9BjHHFTJLmVhPa5XdReSKhBkaMmNwpwcDvn/PWtK00KC8vE/fiNokKl3IKqg6nPc84qMaelmks6PvN04JPXafQfzqjf6v8A2bbypBzM4Ko4/hbufwyP8itVrLUEyC6VhJPabWEiEvGGHXB6fy/Opb5pPJR0JGZxgDjOdx5x707TbU6lbSXYmU3EDgFXIJdSOx9aa7Mp2EZCOGUH16GrVouwO6EeJEZ55cvkAvtPBx6VXuYmvFiiIOxgQQBk7uo/lVuWIyQMpU7SCMjtnvQIzHOpkZowq7h8uSeMdKwlK9mO5FBEbWOX7o2KSpBJH4epp9hfQ2tskpgWZQuHDjIZm6g/Qf5NMkmaVXRVJCDjHfn0qeSSJwkLQjyFQKkacYOPvE/rURlaT8wsQNdRNeSZiIdm+QjgKcDPHoOaLmR3vQNqxwlQrkLkIVAxjPQnNKJFjv3kWNXAyq5QA7j9fr/WmXaPfrNaQ7o1VPMZ26E4ycfguB9atX6jSsaOlTyS6QbPULlzHv2wy5w0YwNpz/nGKrJpX2MSWt2Ve2AXG/oTnhgT+tMmCtE1qmN0vygjsyjP6k/rV11jvbGPTbqRt7IGRz1B7D+RrXm5nZ7g77kH2Frt2jEyReZMFYHBYY68fQH8xTXuZIoZrS1jDK0meckhfb34/WpkE1i8ZLuWVNrlhjzAOjf0/CrFtZqdPkkuoI5YpuUkiPzLz0JFQ3Z27CSvsY72CoquMmSUHMbpsCgdMY+hNJDcRwgAoNxOQT2+npWtcRW8H2c2sAxEwVnDE4yM7Bnr9fWs6O3RsZBYtHkAdiCVNYTtzaMHe495me0jdSPnkbrydoGP1/pVGPz7G3lnD53nzFwOoJ6frW1cw2kVukUKbt6sF3k5XPf8On51lyRyvp0r3JXzTuUIpyFUD5fzwaq1k/IGURfylVneONThQVxyeOW471PdMkGJ1RRHIvzGNcNu9T61lxGSVVVhn0z6f/WrShKuj2Luu4Lxg5x/+qqldag3roZSTiSTLyfMOVZhhvz71f8AtqTW4G1QUX7oX7w9/es8pcrM0ULSSyhjuQJkL1ouYLu22yOmwS4wNuMHGcfhWjjdaGqsluSMXaNjEWdGOcAcrWv4duGW8+zIVkEiHAztO7HYH8j9c1yk6ywOEk3KSfXrToLh4LxW3FDG44PUY/rRydWOK6o7K/1KG1laOaNhMrqzIrBto3A4J9cc1XTV3i1lZYB8rwglG6HBOR+VZ9nbfb3ugZGdzCZVbOQxBGPr/Oq1xqltK0DSKAyJtLIvbsKTj2G5yceU6XU0kkMNxaOY4ZnA+Xqp7g053aKCQKckfKxIB9Ko6JqkO9raZy6sNpX8eGHuKkuhLb3jxs2VLZyOjKeQamXccarSd+ppvMklrCwQKyDBI9P8/rn1qsHdpGDjKryB6etQxTnzCoP7tM8eue1SRMDNLk5xj8ala2N41Nr7FgogjUrG24dWJ4zn/wDXVi3ClSehU81X2kIWycqM09JlMrKAfXj37Vo7XOinJpa9S+rcbRyDjmnAAoyEcdye1QxOHPOAM8VMG3AAD5e/vRY2uRPECccBuxxUqM6FM4Kg844xQ53ghTtPUUoxg5xuPaiwXLcLrIdqja3pjrV6Bnhw23Izzjg1jRu8Tg7vl4xg1oQXyE4YjGO9NMBNY8Pad4hRt26C6K4EyHB/EdD/ADrgr/wpqvh1DJJb/anZiElRSyKPU4HX2NekIygl06H+7Vq3vfLJy/bkEVakY1KMZHiQe9XK5idWPzozjk+4p1mRa3YYBk3n7jc4Pse4r1bV/DGja8Wd0a0mPWWHB/Nen8q5W4+F2qwuH0rU4bpeyOSjH8DkfrRbqjldGSNLS5IWgj8sjcRz61cvbjyE+dQV2Hacc7qx7DRdd0q4ijvLCaJd5JfG9GHH8S8A1fv3MzsiY2RDLHPU0NO2hrFu2pl3GprHH5NshMjDDO3rU+nQukRkkbLOMc+lZ/kM9+qL3PzZroYbfIUbT7cdsU0lY15m9VsPtnZ8bVzg5B/ve1XnnWCAtISAvTHOKbDbqGUqDnjHoRUt3EhtnSQHOwjOPypile2hznieDzoFuUAZ4zyR6e1cakbXmpJHuZVbDY7Ljua7uWI3GlMjcMAV57GuWgsnSGWaWQIx43leSP7tRvqYS1syS6uZX1GEyMZI41yqMOpPepFhjR2kV8sQSPp1xVSQNLCDG21doG9zzipbYZHkIWJPc9BUXSRyylrobOrPaf2XEkkZ8x0CqVUFvUD8eRVSOwEEe64uFjk2cxn+EegxVmdmR1kAUeUuQzYzn0UHqaxppEnlYyXqzzOPlRdysvfJyMEfQ1MW5RuwT6mhcrBc24NxK29B8j556Yz71leYbVhn7ij160tzp93dWkVwR+6t1/e7TyD9P0qmSlxsDuygn5VxwccYzU25o2C10dDBNK8KsCRkZoqaKICJQWIIA70VjoZajt+nXEcUhR9rbTKgOGBXgkGrOpGN5I1t0WABdignhQehzz61Q0y+8+xlSeZncE7EZBlT67v5ip/OE8B3oxePBOMYKiuyUlsgkzO1G3Ekbxh02gEhyQNxHpnuRT0sXltthZfuhthPKt1q3dta3l04kQmJgCoQ4I461BKiLJMnmsjEebExGfYqfbgnPvQknFpEp30G2u+GGN5I9rBXRdw9e/5HFPS8fU5Hnz5ZBYFEJxggYH4Go7qZ2jh39U+Y/lUekufsz3UqEmQABUAGcc8CsY3b1Hcu3N0dPsyA3zSfKqljtLc4P1rNubaN0haWVwyq74UZLdP8K0Lny9R0UWshaOZZWZwq57DawPfg4/A1GsYjvbB2VZ7VYysm7GQGyNxHUYyOemRW0rt3Gijpdw9pErqWRpXJxmtd5d8ZlhkyrgBwO46/zqtHaqlvcBwoELquWHIyTjH5VZs7ZjpstypH7p1jde5J3Y/QfpWU4u91uK7Ze0uW3RmW5LeWxViAM5xnAx9cflVK8unvdRa7kA2kgFfRegA+lMhYsxcMVCjjHUnoP5n8qgn3DcU9enrUxl7qTHfSxGVia6kh2ARlymBxxVq6t/ICBtpwoYgcAd6hgsv9Ee4MjM/mrsUL1yec+3NXr2KUj7Q23Y+MKOo7c05Rum16iuUJrowW8kiIu5MshK8lvc+lXbF4jcgSBW+QA7SOM/5NVI7i2h8yCeHzJJM7Ny5HYY/lUSSGOJ5NwLBhkDtTb91NDub3nQok0ccaheW3cBgo5P8AKoHMTOryRlgV3ja5GT1PI6nnpWfb30ca+cEaRJ1ZT6lcYJHvkjH0qxbCWAm0m2uwDeWx6ZCkZHrVRj1ZasSzXEV9ZiSNwzREDIPr60ye4jsrFYA+GCBUAJ5qo1xI0TH5cnAcKv40lxbLeSptfbKqfKrdG47e9F+aV0RdX0JHvgyrA0jMVcMPl9/X160+3uvLQRxRLvG9GkPXa3YVS0+2uHsWeWJgyO27IOexz9OWqxESqugPy7hjH0rPltITZYys08SIVBCHLfn1qpPJbRzi2eUs5VmfAztXvQ7BrhgJGjAwocdulSXMlrcw3E3k7JYz5aOw++uCWOfTP9adk02C1MiTTZltBdW0yT27n5JIh0HoQeQans7AR28cyJ+8bJfcMkHNV9EvxbS/Z4pFk3DayBfkcHtz1raiaw0/zp2mSPeSELknae6/UfnW8UnuDvsQxxKGaRQsby43seDwOKz7+Se5u1h0+N7jbw74JGfQVdsroancMLVVLxL5iMynBIPWuoTydUs3juPkB4ba5V049Rz/AEoT5fdC3VnBXvh28RRNPFGGPJCTAkHrgg8Cse50+5M5PJeVsYI6sfccV3P2CJre281S5jA2F2Oc4HvyaxfEFtLaPHJbbURweCDyRj/EUc6vZFKT6DvCtoLC9aN5zJJKjBkTlFxz8x6Z4rP1DZJqbwT2QhaPlWgbClex2ninaA8cGr2ztGFkZ9pKse4I6fjWlfhXvbq1dxvLnymb+EsM7cjtzTk7u422tzK0qON7wbJ0IkG1Gc7ec+9dAQZIlgdh50a5U9dy9x/WuVkspo0NvNG2xDuUhs4Pf88Vo6XPMn2UFsmNmUsfzU8+xxWc1pdA7bo3ILKVNLmuX2iMOAjkE5PcD8xUcLhUaTcBuJC5q7c3EUvhuOGBggd3OM9GLD+oNZtxay3EMEEMiq2/kscAkD+fNJRWjQ+Z6IsR3m8bB97BD5FUxqDWyq6HMjP+nSqtzcSWsv79HimA2yKvcf3gfSiEx3VxvjZgyDhXHB96PNnU6zdjoLS4LojuArHBIHStFSSQo+9n9axLe4jRV8s5A+Vj/tDr/MVYNyWCIrkFiefQZqnornUppRuayqVfDnlOD+n/ANeo5AELcE843CkR1yOpXp1pzqHAKk5B5x3pGqdyJpJEA2g7T39RUkModgu4A9MnvUYAbIOeO2KVIlGTG2ec7c4pFGmqu52xyBSPQUZmJZRIGY/7PQVThmGwAKfXmrCSqWwU5HHAPFArkqeYjYOCR371oW9wVcZ6jviokdXxk44x0xUhjK5wWH1NWkS3c2YLwKMLIcHselVryw026XE+npyckxZQn67etZMk0keEUtx3q1bXjqQztkY4Bb/61WpNaEcq6mWdL0+21KRTHJnaGiyxPy9CDx2NX7ZLU/uzGysemf8A69P1a5t7i3WRkHmQuHG3gsP4lz9P5VGlqd4ktLzcrfMqyKRx9Qf6URdnZkWtoiYRrG+3qvao7iNHXyzyrKRVpY7neftMY2t0dPmA+oqG5hnhmAb94hOVK05LsUndWZjwI0jTxsCzYDdfTg1zV3C0M0kcqAKHLIOox7envXS3UxttUD/dWVCenQ9x/L86peIYGspknRIypPIdSVP4jkVGrTSOeafK0uhyr25llzIdsanhF6mrEXDhUQ7Qe38zTpZVuJmWCBnZjkBX/lx0qnaRzyXRckp83zKTnb7Vmo8sTicXuXb2NridJGmVIl+VwfWmRaFACLiG8hnlWMBEQAEgDHcjsKeLGZ55mkVfs8gByzY57YFIkS204dbiMsRtYKCQPYihX5bMqPYtaX5i3hjkjzA8e12I4yfesVrBI9XeAOWVJM+wAPArYgldJGjDMEdCAv8ACDkGq4jCXUkzqCxXcDnOKlStCyG5JRsiGWW4MrFAdueOtFPjvsIAFBHNFRZdzOyJtP0t4VmZ2GVZQhRgQx700XLROzAExsdrqRgrg9q0bZCsbFJA7ICwAPIAyc/zrIS48xpD5iygE8gY+v16/pW1SPvaImzZO11+8SIxLgndvB/DH6VXeWM3okkkIbYflAJ4LY/majuZHE0YUn7oI54PNPdTJeJtTeCF47AE5JP5CktkIkSxSECAmQgbiXYjBGec1p232eCEGRBsKFUQLyBjjH6VQmcyqyqcJGpyx/E4/wA+tSrbzzvFI10sEECGRwz4LnjCgetUtHsNassw2zM/nKPLhRMNvGDuPIHtWRrjyWt5BMjFF8vaHXquP/19KZdTSugkLs7IcuFPJxz3rYmjLWsMiOHAAKv2Jqk+qHZDLUyXFlO107QyvJHvym0gA9cdjzmr19IlmkqW6lUmEbMhOcsqkZye/wAxzVee4S6vbtWbezuGZv7wHH9KlcSvb+bKqmFnySQCw96c7IEU4RtlYdyP1okt51kWZyBbkkDce+B0/wA9qkt5AjSASBFK8sfSmzsbi2JRshhXCtLN7EsiW+KJIsSfMjcv1CjsMepOKkuNdZ0EBtmiVnAI3ZYAkkjpVK3LMGjXAWRlZznoR3/A4o1pJZrlWRSSQCSi/Mx6ZHvXQmxouF4lv47iNCpiB3M5yScdvTnFZ8EqXQlTdgFVyQO+eT+ZrSSQw7rYuG3E7zx1xjAPXg5qrpVoH1uCPAw5+ZV6KAwx/KiKtoyt9C49g9ldw/aCo8mFTs3D07D8T+lT6hfDyoVKgNwpcdMEdAfcAVHqN/Dc6jIrLumV9yuMcgdj9KrQ3S3sk1pNhEbB8zHRmOM/gcVpLR2QX7Fq+aIbYYkTGxicHPOcf0/WpLXSrW4T7Wpcy7dpG/kEdCo6+n51QtiqW8kDKDLG/wB8DII56H61qpstXheO2hDum52bBHA6qOoPSs07tijuSWGx3ENwQrSZXf0DAjGf8+lZ8iRxytHGQyh8bx7Uy5vvKEMbAsSSFIH406OWOC8iLJmOU7Gx/AGBBP4dap6okrXT2zBUjKh2jLMFJOGI4z757VRspHexuXyZGC7Rxk7gpBGPXIz+NSeSYbpgUXzImIb3IOav2scMV0yxOWZ3DOMfKCR2/EE/jUR1TK0QlhpcOntDdzRrG87KVjCf6tiOeewz0HbOKs32kxPZSs6KqSPubgBmY/xfWr91bR2s2fLMpfBZQTh/XqaqSG4ulWSSQKjZZi3Hl9eCO5+lbOzWgN31KOiPc214ITbrBasgVVDg/N/ePck989uladze2qwzSx2s4dHaMhf7vTJPp7Ulv9mAZQplUqV3A4Ppn2pi2VwiSxxP5eRksP8Alp7H6+tSm3uO6e5mXPia5W38oWCsZE3MwPyqfp1H51mXJutXiM7Sv+7XDLs3quBk8elaz2iLahGjHnhiMP3H+e9W7O0ZLnfHGiRSwvFMgxjJQgEYHXnv2JoulZoqLszmNLMa3UMhkg3xknLZw3px2NWvEllEdSa4dnjLqu1guVyOOcdKsxaKtrMt0LpWlimDBDwAOvHcnirWpnfPEeAZYsg7up9CO45qm76obd9TnppZhGJn2uu3a4Bzk+ufcU6zvIzcRKCCrtwD1DDvV2DTrqeVohEFDDdu3ZUe57j9arXWlSWGpW8Uihmdty+WCQcHn6UrXVhWR0Dxj+yLJc5IQsQvf52P9aoOt01pbzA+WCXkcspO0AjHA5zip3kke2t0jQSLGm1x0ypJz+OKrvPKl4kJjaS1FusTM3Rmxk4PrzUxdldELXUkd7PVRCLqVUIPDqT8y/TGRV+TSLGK3KQypEzDKlH5x+PWuU1LSrpbrzIWJicDa+4AL7E54NMKSRwK7ttlIw7qc5AJ/D0pqNtbmttLnQ2FsYUZ72T5gxCge3Gcd81PbRpcyMQUjDHajOcAfWufsriWVizvlUXPfp2plzqeoS2bwxv5UYyGCjll+tTFNys+grvmSTOptrnzFZw4GD83NWba6DMcngN09a4/TL2eOEo6+YrfNvByRgDH4Vp21+FO4HJbj2rVxszvjUudSiRyAuep/SjyzE5UhcEd6x7TVQJlG/CleQe3euht5VnjDggjHU+lSkmaKdyEQhFPyAA9OP50sW5DycDPJq8yK6Hkfd54qNk8rcvJBFPlHzDVlIOEYFT2qxGzyYJbBxwex/wqlGi/f5IPtgg1PHclY9ny8dP/AK9CAsmMsN3zenPI+nFMNrvUlFOB3FNNyD8y8N0GDzxS/a8yEbjuPfv+NOwcxmXNzNbuVKNtzzuGQafp16iN5bOQFOQckYFaj4uICr4kUjnPWuWvIZdNvPMViYWPyHOcUNW1Ik+p3FtfjeBuO0/xZyDTdVuZrKH7VGjS2wOZEUZKe/0rlLLVSsiqgBAOfkOMj6V1dnfmRR02vwAeD9DWsZCaujKv/s2q6W13aSLI0JDgD07/AOfark1rDq2jBH3ZdMq4HQ1k33hua1v5brRpNizIWe2ZtqZJ5KntkZ4q7ol8YbaS0kTMxPyL25/p0NRKykmjJSadmcL9luLOeZYyyy5MYx0UDqTRZsiN5andjJLeprX1xzpc6SNtkinDGcFQVPJ5APeqFy9pcTKdNbes0anBwChPbisaiaTZzzWtmU7652eVI8nnNE4VLfeckdun1rQt9PuriTzrcCCQgNIpA3MQMY5pulaZHJdrdOCzRLt2MOjDua0rq6dBvgkVbgqVbjPfrVxinBNmcpbJGI7yW8jPNGy9wTxn6fjT4baa7t5Eh2mZx0z071G6qxd3O4Ick+p9KjFy62QkimaCV3yu08n8a57LZbXIsWLa0EduiMQSowTxRVVZmYZaQMT1PrRV2j2C3kWrWZxb3bMwDMhIOevHP86xVdrZVYny9r7sdRx/+uu1u7YSoQ6AK42nGM4/nTG0+KVPKkt02ehUVo3ci/U5y9R5EXYo34ynPepbZnlhiyhDtxg9cGrV/DbwSlkPmGM7UQHJJxz+VR20DxkXD7tshzluMHA4/nWdmg6D9StnKCCMgKzZZh2x2qvdmSaNlCEoo5bHCntmtBLd5LaSd8hG4TJ65OCfwGfxojeMSSRrCNs427QT8w6/060Skm/IaM+ztxdtIka4lLEr6sQuR/KrzxmKOGQOTGoO9Fbp3z09M1WKSIFa0LRsmx97fL8w6getal1hdtwhULOobaBkIeAQPxFVGSS9C0tLlDMdsp+8GlbA4yfatG2vYr61RHjVEjCZ77gSM/yNZqWzXdzHMHAWNzj1OB1/UVcFimnxPAsm8s4GAMbQuf8AEflVW0uStzLvwJFbynA2PwB/Fz0qawnQr5RYbskbaquux2kJULnoT1yaeqi3jadVbezcAjP1xXPGKkmgLCWtzHehbV9rsGZSDjA7irzxhNklwjCUDa3HK+v0NNS5MURuEjzIFwpP8PIP9KZeXKW0Gx5FxIFYPuAXuT/OrhZqw9CF/KedpIjsUEnYTng+/wBataTB5Dm7zvk27UABBBJ4HI9cVRVlhDOjB1cAqQM8Y/8Ar1pvfwWEVq0oZxje5TGQTkL1/GtklzXfQRl3Ed3BdYuLT7PyQrgAhxnrnvTYz+/eBHLFUZQ479+PxFWL/Uo9SmLIWCwoQu/gsfXA7/4VOmq2EUCxxxMGG0OxxgseTUu3M7AmV7a4a4gVcKVjyoIGD16H8c1K1yI7xdy5Ahds+4UkfrUrmIszxJsVm+7796hvmiNiJyuWETqr9APmC4/8eqYq7BaMa1zHeLE4QK6Nl1A4HuPqKjaeOSYxsed25c/WqdmzLCHViGY8EenAqxb2yyTCdm+7kFfQVLu02we4t7cpHbQ+eGQzuu9wOVVeD+dWEurF44msIJY2TlsuQW9MZzjvVadFvlZC3DEFB1wR6fUVOIFsLcLACZZF++fm56Z/WiL0BvQs3Ny81wXeRmbaBtyPl4Genr1qrNFcyxF48FSQoUHn60WiqshjA3sF3Pnrz6065uFtVWMsVDevXcTxVNvdiWrJdIeBH2B2ZkJ3qQQQa17i/jtk2SKXYDGV74HH6YrD/ti4naZXkgkmWIthMK+Rzz69vyqe2upLlftEirGqp5bHrwRzx60tErFyS6DZhPNMQyKFU7mfkk+w9qVbgWnlEOFjyCRnk81Yvw7WLRWzAPNk7Qpywz0H4VmywyCKGG5VYnXA2yNt/wA/SlJPRgtDQkuUncyRqNwJwD0IPY1HLpr39tA6wK7puWPaemO3PsKz5JUtJS3nKFUlckn5ufpV2PVJ7dCVRXTer/N2x3H1FPm6MXmW/DyKiypdRNHIx2lHBVh+HcVNeSRxXSyKBI6bi4Y8YPYehrN/tW61OVp5UWIA7UVOgAqEeYsTsxJDZGafMkmkDdh1xYblhmt5fLtWBZpHH3AOoPv/ADzWbcJN9vYZJVCGz22nj+dapR7jQlgVwhLozF2wuAe/4Zpj6ZGt01xJdBGb92AMbXJ5HPXqaErrTcp6rQ5qOYQzy2V3I0iu+0qoyEI6EVbvbaXaiRqZNg52AksPWtbybT5rq3tbeeULl5HJJGMDofaqr3FzNAxR/Ikk2swUYG0dR7USa0bYOT0KAtUismjdxbs/3yTzTrhbS1sYRuYzLnGByq9cmteHRLW9j+1TyEvGhbaQSAOucCoEtYrmY2oiR1fcNzMSvB9TRFO1+4J2OftWuQJDbOpHUIjY3fQdCfbrWnpbi/iZ7kqqxAklvlOc9KkjsPMlNtDBBEYw3zM5w2O2efSm3z3aX8Fg8YKqy7nRRhxxznFba2s0aKWmhVmvI0AMSMgDc5Oc/Sun0nVFeFWRxt+v6VTuLOCTzBbyByXKtEQpAA/lVSe1/s9wYo2SHIzzwSOuKSi09ioVWtztLa7DDrlT3ParUkqN0IAI4Poa5Ozu96rsY47Vp+cSNpY885p3O1O5bd9knJ+U9xUd1IyxkBQSO47+4qBJWGQSCD69RT2Qsrd1BwBjpRGI3IpWmqq8phYAsDxmtFXwN64I798VzGqwSWNxHdxoQyMC4HcetX7LVYrmEOjg7l5XPIp2JcmdELghlKfMcZ/CkubZLu3Zd2Vk5x3U+1ZsNyE27GyvbPp6Vetbleo4POR1oA5S6trrStRxgspwUcdK6rTtUWSzAlOeOexFN1C6t3PmzRLIgyr46Mp7/UHmsIfuXJhkJgJ3KT6elK3KrvYjnSVjp7HXDvZLtgrIDy3oCcVWtrryr62vQ+6OUmJhjG0Z4z+BrFk1WN4wogTMe0IyjHfvQs0pjeOMlo927p0zSlOMo6HLKbNPVbSDUdOYSOUZQVUgZwSSP6frWBpWkjTpmIdZAcnOMdq1YLkyQski52hVGPQZ/wAabI5CEEKijkHuKzl70bE1J81mjPe4u0nWSBWXc+GQ85A78VGDMbrdLDtkC7mduuP8DVlnQJhM70Oc54xTJ71PNV523NLGFI9AD1pKSUbNkc3QrXkJmhZAwjVvlyOxrO1BhFHGA2fLTp7nvWgzidGXGGR8EA5A9DVVUWe+8sgbRxnvUJdAjqQW+m30tujiFwGGQPaiulM8i4VeVUAA7vSit+Rdx6DLPV47i3kVo3ZgQu4EYDE8e56Uy514LK1sjkOhGQoyQO/6VlxRfYLe6w5YKquPXjNTfZo5b77QuQZodwOcfMAMUSTbIsmZTzybG2SMrMAMjuCcY+vWtWa6lS0hikYOseApAGfTJPfpVU2yfaWlPIUHYvqeTV3TZ4ZNttc24kMv8S9UP+FZ6tWQvIn8kx2kMETMN7tI25v7wJx+Qqa2vrWKRbOMz4CgIZXDYK9gQBx14qU22y7eRn+U84X6YH4YpfIt7lRIgWRk5DjqKtppXQnIY6kzgq3vxUN3O0g8vdjaDj29TUiSsiFnI3qoBUc4JpbKBHVnmQOGIwp/u1nZvYEUbaf7PdQvaushJ+6wzjPGDVt7hEDs5DKqFAfVj1P5kmnukFywe08qJmVlBOFXIHJz+lZd1G/kQQRsC2dzD19aqzSCxMTGFVJApWQBcsOnPB/Oo4h5l0qzPhIid6HpQzgqobgDjGM7vapb0eT5SYDOx/eMfpWdJNRv2DUkguxPPIhXap+6PaoNTto3sCqoxeHDbQeqZ5qGMSJ5s5YYVgc/U1oeaF23IjMjKMbR1Oe1C+K/caK+j7Jp4UkG1YkDNzkbeuP5VX1OdJkuJNjDcVIOeMZOK0L8RadG0EOS0hGSOoHcfh0/Cs97cTQiHf8AKSCCeM47Vq3bRhfUqxbkmVATyrlvyqaSznksFuViYwtw7KOA2B1/CrcVg4LSsV2RkjPc5otZ55bZoA6paxjLZP3ickZ+mBSUbvUFuWUfbbBiMYXJ/Kpori3bS1ubhm2KTuXbndjsBUJQvAUGfmGOKr3G02Fl5eFDFiQT1oirIa7sc8ibvkiUBmONvGwYz/hUkcbras0SbpW/hz1GcVXghZ5RvVlwPlzx1PJ/LH5VoJcaejYaZhLwuNnA56A0mk9BdSukElusbui4B2uAcgelaOqR/wBk6dDNK5aboir1I6kkelZ8sqMZokfEWSce+amSdnt1klkyvRgTnp2waIR1sNWOfguZGgafcFmuHyu7px2q6sss7Ca5twGZQWDMTnHfngU2W5shdiN18tuqOACg+vp9ahBunvDHOQ8bKwRgcqR6A0pNsFsXHit/PZlZIi4IOw5IXHNSps8hxBCWBxtdxkknuKy3dzKSECZjb8TjH9KmgvBaWkKsDmVyACOw4qWrMpWsaKzT2+23uwxSRc53EHaemDUlxbyCVkc5CjcHY9R6/rSRXAe1jidEkdcbGcfX5QfQ09JXuhJZuP3yAlG68en5VdrJNMRUihgE4MhR1iG4b87ScU+LWkv5J4GjjjU5Ctt5yBx+eKrjeHxICP4eR6VfuLaJWgeNFzjLEKBnjjpQ3eNyU1bVBbOiXEcbKoL8fN0HvSSXqzssRi8vy3w2D96qzqrajburA54K91IJqN3ZbpVUcM5yfSs9tBPY0LRQbMhl3oVzkHvk8f59arXReSZWaPbgKyqvRcYI/lV2zdU0lYtvzSuz59hxVTerMqTMNwQgYPcCrg+hfQasQjkXAXZPlkB6Z9DVRtyhoywJDYOKfCXDqQyhchSx7e9WpIUl2eXxuzJub36D9DUSvKyFa6LFhc3EE0YjhiMIQkuzEMDjkEYpsccKAtCy+W53ZHGA3OOfTOKjt3jyIZZAFlfa2Oqn+oqw5jtoyHQSMCCgCkjgj5sVrsuUPIiTRNQe6vJ1dY2cKRs5EaHgKemWIH4ZpiXcMWbXUrKeNEH7u427WQ9uhIIz2P6Vh6lrGoz3t1bxh4PLUtIyH55FHfP45pLPUdSaAW8jStNJMqqs2WKqVzk57dK21Svc131G6vDNbXrTiFNsgLK67txJ79aFvZp0jjkk3FUznduzVnXNWjgnt7Z0DR+Uu915BIJGR+VZ8EUZvInTaUkbAdPf1FNSejWzJu7WZas9TV7gojnb2OMZPtW69yVUZznAJ9R7Vx95bCC5K2rlijncM/lxVyxv5GUpMWyCQCaTa3OmFTTU7O2e3uYQEZgyg5IPIPuO4qSG48pmST7w4b/Guasbia3uFlRsdjnuPcVtT3EU1uLlBh164NRqpa7D5mpXexYv9jWzEgMCK4ZBLDfs9uCEkY4A6ZFdY90JowAT868EVzjzRabqs1urtLBwU3DBDYHT8eK3UV1ZUp9jbtrl1Rc+nfsa0I7kAb0+Vh94Ho1UA0c0DGNsShchexqCz8y+jaaSR/3TBcEcH2z61nZq7JlUsjUkvl3ZZ1dTlXjbnIP9ayZWWLdDHtKr90eue9KlvHPHcySTiBxnbu6H/CqsUTo0UN1EyzIhZHzlZV9iPSudy5nfojnUru7LKWckyOiYyPm5PoM1btkmhVlfe0LnasgHUdvxFCEW0RIYfOuck/dz2ra04RNpflyShhG5b5q0grt3BtXMQeZbvH50pVWb5SehHoahmuoYJZZbhzKiqSkQP4VHrMGyGSSKZdrsSBuy2aqPai/to3LqCVyOe/ofyqml0Eh0N1E863Cb0XGACcqR70+9RHaKVWPyrjnGDznj9arNaTx2wjWBt2QPkGQKtvp8rWUETTCORch8jkZrPljux27ixTwyRMI3DOT1AwRjtim6XtM1zMy8RLnn1NUXtWt72NLZTI6pufac5Pc1q2FuLhpbPlBIrO79Ag9/ano5IOVc11sWrexmuIFmWUKHyQCPeioJdXMMhitpSYUwqfQUVtZi5UGpoIIm+Q8pu6dfb9P1pLApd6GJHPzRkqcfypmq3Mt1cCCRsImMbeCcjnNS6VGkNtPDGoCDGB+FS92jK9irLJ506ERySMBjYowFA7sf6Vc0wol2VX5VXIGeMntWlpnNnEh6MeffmqggRrZOWBzJyDzwRiptaxN7sdeSFYZXZtoUevU1z8F/LaOHV2AKbSV6+1a2sD/R4kycP973qle6fBBDbsu4lwN2WolqrjirE9ldSXKW4vpMmVwC20A7a0luEmu2hBZXifJAJA2gentWIZGXVIkGNvK49sVqznZG0ygB5XVXOOo4ogvdv3LSVrlG5kS5u0jQARRHaqEdf8mp4kLXokYYiiRiT79hVWAD7VJ7MWH1q5bfO7oemwiobu0KGrsQxsgVZX7HcM+tNitbi7hYsCzyyfKexI71Z0+GOQEOoYAcZrYlRVjXaMeWflx2opr3ReRjvp01gqRTMjib06A+hp6b4J2hkVUYNwEPHtitXVIY5NM81ly0f3T6Vz5JZ45WYlmbkn6VnbdCF1B96LgNvRyWYnqDUen2rs8wnDBSd4PTgU+8UGe35I3HnH1q9qBPmrHk4VRj86uOqu+gblF7wyyBEG1JCSAfb+vFVo7lFt0tW3Zlf5SPbnmrepKscloyKFLkbsVlAD+17ZccYajqOL1Nu8ZoYMoCQB8x/Cq7ny7KyDjJVCx/E5H6YpdTyIHIZhhOgPB+tQ3cjNFzj5UGPbCjFU9I3C+hetpontlnUn5iV546GqhRkE0h5aRMoP7ijv8AWrkECM0UOCqBCwA9eamtEXfdTEbjbx/Ircr17jvUxV2NaszvIeEKHG3zQGCnrg1BC0zOm9MBd29CfYgU62uJbotPM5eQvgk+maEYm9nyf42q2rJvsJkslna3KMs8bRYACSpzuPofSrkek2tvC3kTOx4yCcqx7/j7io9Uka10YyxHDOVXPoD1xWjaOTpsErfM5TkmhK8UJPQzora3t5SkisXbld5yACTwPTvVh7aK5bHyo/RSRx/9asyWeV7oyO+4su0ggYx9K0dLTzrp4XYlVPHr0rOcXGSsyraF06fGdLm3qPNgcSHkZC4x/SsiMSahOz2isrbsYDcnnmujKqJJrbAKfZ25PX865PSGK6mig8KGx/3zn+dXbQEzTv7ebas7R4wSH+o4zj3ppZmhA9F4Aq1BcyvbJaO5eMq33uSPoaqooeYIfu+lDVmkJqxUjR0vlJjZcOR83XIHP86nNtJJceYEZlzkkDge5rSZUjiIEasRkBmGTjFZ2oXMhFqikIrv8wUYzzUzWo7XL8u5dsaYVY0GQD1zzWdcxnbNKCoWNApyecse1M1G4k/4SNYd3yYXj8KkmAkjkRujSLnH0NSugMronmQW8cXHmn58NnkE5PtV1m8qZ+hBACD6cCq+lgKJH6lFbGfxrQhjSWBpGUBlXcCOMGhL3vQEZciiCYyOjADlQ3c1ajklgSaZSssm9VCv02nv7VR1CeSa7O852D5fatfTY1Zoc5+dTu9+DTXxpiGSJaywi7uIVhdFwzMNwUHgjOM45qpc2GBLPA+2aSNU3ryFCjAI98V0SWySqu4t8x2nBxxVc6fBKuH3EDGPmx/Kt5K6sK5zttptvPZR2l9Iu9BtjmKbtq8kA+oyT+dZn/CO6raXLSxCOSJHGXgcbcfTt+NdFeaXDGqsksoJ68j/AAqSyLRx7A7d/mJ+b8+tKMnexqql1Zo5rV9PQXCyNIVkZdwYDBNVo538l0ZTtBHTox7GuySNL2F1uVEhVeHIAb8xWcdMtV+baSW65NObC9tDKN1GC0hkYFByG9Se34VLZXjqGilfMZI/iwSfb1q99jtln/1KH5R1GaTUxHbwo6wxk/7S570k7xsylO6sxiuIYdknzBuVZRwRWTeJJcXjb1KhOFZhwfxq9b6hPKkBO1d4OQq4HWhB9oLrMTIAzKM9h7Ue0d0hKbbHWEV3JMiom5k64atA262skkiMyLIf3iB8jd9Kk1SQ6XCLe0VY1YDLY+Y8etZ9tIW08k4ySc1jOo2mKcrj7uxmuMojjY5BLHutTWeIYGgST7QV+bZ94qfVR2/CohKws5H4JhYBc+hHNV7W3itrq5Ma8q3ykk5X6UUkuUUY30NiNEkJAAfKkgHvTbJmMxQcKwwQacsziRZeC/JyR3pLNj9sz330m7LQh6EJ0prqJkXgqxHzdmB6isz7HdWLtFNGQvJBzxj2ra8R3k2nxTS27bXEiMCeedtYV5rd7c2hld0ztU4CDHJ6Y9K6IK8bspO9h8eo3WmQuUcyK5wqk8VauFGqWu5oGglV/vKThiMfzqPyo5IVLKPoOlSQANYuQNpjlwu3jtU20Zq1dXG2Fo8EbB4wJrh9qDuB60t/feRBNbxsNu8Biv8AER7+lXY8zRtuJyFwCDzVDU7OG309jGu049ahu2o5PRGPuEh3kgE0U2DmFSaKszsf/9k=\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/jpeg": {
              "width": 300,
              "height": 200
            }
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aVf-sxHvpms0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "preprocessed_image = prepare_image('/content/drive/My Drive/train_data/test/dog/dog.10667.jpg')\n",
        "predictions = mobile.predict(preprocessed_image)"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x14lvXMJpzUk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "e1fe685a-9b20-4f49-991d-0edbb783cbfa"
      },
      "source": [
        "results = imagenet_utils.decode_predictions(predictions)\n",
        "print(results)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[('n02105162', 'malinois', 0.83596694), ('n02106662', 'German_shepherd', 0.13619196), ('n02105412', 'kelpie', 0.014541834), ('n02115641', 'dingo', 0.008195962), ('n02113023', 'Pembroke', 0.0016892769)]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q9ic21deqDjA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}